{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7ee619fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8af2723c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    "url='https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30'\n",
    "\n",
    "headers = {\n",
    "    \"accept\": 'application/json, text/plain, */*',\n",
    "    \"accept-encoding\": 'gzip, deflate, br',\n",
    "    \"accept-language\":'en-US,en;q=0.9,zh-CN;q=0.8,zh;q=0.7',\n",
    "    \"cookie\": 'lastCity=101280100; wd_guid=5f1ff261-a6c1-4daf-9863-77dbba84f50d; historyState=state; _bl_uid=9vl88fg7wCUcyy530hR0ik35yFdh; sid=sem_pz_bdpc_dasou_title; __zp_seo_uuid__=60dde480-f957-4005-bd0a-d663c311f541; __g=sem_pz_bdpc_dasou_title; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1680254504,1681473865; __fid=3a80840e78c43328fef4afc5172d99d2; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1681477052; __zp_stoken__=b295eEF9YFApVHFdkDVFDI2QzVnxoUhd7a0dMTDh4BE5nIHcQe1woJ2RhTA0LKUxSF3t0DGQDXXpcdEw3bxVECgl5EU05cEZQQRoxeElzEkxjHBtySBI0SyMhfhtCDSAyVUJGdz93NxhgRxY%3D; __c=1681473865; __l=r=https%3A%2F%2Fwww.baidu.com%2Fother.php%3Fsc.0s0000agNEWVCqwHvHrUBEpy0CpDZ5qzZgR7qDH-1ozT74U7L-0d6VkiTEDzjgz5LlGaa9mkyl99lPdbxbcETPIVkQjQST1ykvCRo8gBN61sKvIJw5ijAIQI-i2OJvOS7chZffzIu7nLNfCE_mldsM6h-Jrx1IIZT5raJxJ0EejYhgfDi41d7jzUK0seNf33tDUijktG0ATjQC-sFt7rVwYKDoIy.7D_NR2Ar5Od663rj6t8AGSPticrtXFBPrM-kt5QxIW94UhmLmry6S9wiGyAp7BEIu80.TLFWgv-b5HDkrfK1ThPGujYknHb0THY0IAYqmhq1TsKdTvNzgLw4TARqn0K9u7qYXgK-5Hn0IvqzujdBULP10ZFWIWYs0ZNzU7qGujYkPHfYrHRLnH6d0Addgv-b5HDdnWnvPjDz0AdxpyfqnHcknHbdP160UgwsU7qGujYknW6zP6KsI-qGujYs0A-bm1dcHbc0TA-b5Hf0mv-b5H6Y0APzm1YkrjDs%26dt%3D1681473860%26wd%3Dboss%26tpl%3Dtpl_12826_31784_0%26l%3D1544957185%26us%3DlinkVersion%253D1%2526compPath%253D10036.0-10032.0%2526label%253D%2525E4%2525B8%2525BB%2525E6%2525A0%252587%2525E9%2525A2%252598%2526linkType%253D%2526linkText%253DBOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525E2%252580%252594%2525E2%252580%252594%2525E6%252589%2525BE%2525E5%2525B7%2525A5%2525E4%2525BD%25259C%2525EF%2525BC%25258C%2525E4%2525B8%25258ABOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525EF%2525BC%25258C&l=%2Fwww.zhipin.com%2Fweb%2Fgeek%2Fjob%3Fquery%3D%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%26city%3D101280100&s=3&g=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fsid%3Dsem_pz_bdpc_dasou_title&friend_source=0&s=3&friend_source=0; __a=36722776.1680254504.1680254504.1681473865.15.2.12.12',\n",
    "    \"referer\": 'https://www.zhipin.com/web/geek/job?query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100',\n",
    "    \"sec-ch-ua\": '\"Chromium\";v=\"112\", \"Google Chrome\";v=\"112\", \"Not:A-Brand\";v=\"99\"',\n",
    "    \"sec-ch-ua-mobile\": '?0',\n",
    "    \"sec-ch-ua-platform\": '\"Windows\"',\n",
    "    \"sec-fetch-dest\": 'empty',\n",
    "    \"sec-fetch-mode\": 'cors',\n",
    "    \"sec-fetch-site\": 'same-origin',\n",
    "    \"user-agent\": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    \"x-requested-with\": 'XMLHttpRequest'\n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "# get请求\n",
    "r = session.get(url, headers=headers)\n",
    "\n",
    "# 提取json\n",
    "response_data = r.json()\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5df702d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>securityId</th>\n",
       "      <th>bossAvatar</th>\n",
       "      <th>bossCert</th>\n",
       "      <th>encryptBossId</th>\n",
       "      <th>bossName</th>\n",
       "      <th>bossTitle</th>\n",
       "      <th>goldHunter</th>\n",
       "      <th>bossOnline</th>\n",
       "      <th>encryptJobId</th>\n",
       "      <th>expectId</th>\n",
       "      <th>...</th>\n",
       "      <th>gps</th>\n",
       "      <th>encryptBrandId</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandLogo</th>\n",
       "      <th>brandStageName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>industry</th>\n",
       "      <th>contact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SFEnFvqxw1rcP-P1r-YhbVmKWgdBJB0uE4HFSx8GQ1i7fY...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>837104280caece1d0nZ82du0FFVT</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5dcba1342ce7d3491nJy29W_GFRU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>362ace3249128c161nx60961FVU~</td>\n",
       "      <td>千翼千美</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>计算机服务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100023</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>razZleq9JYpnk-R1I_XfMHVRNMdqY4tJ3Y9gjbaEArciAT...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>c18119d8410f25521Xx42Nq4EVs~</td>\n",
       "      <td>易女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>1d8169862dd88f321XJz3tq6GFdU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>95b4b47ef9141c671nd52ty_</td>\n",
       "      <td>法本</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/3...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9UeuMDGtxhh9S-E1kThYQXKrc-6meQVXj4ftQ_8YFQkHuO...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>798b6990f9f0e55803F43tu1E1s~</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e7a2607c9b453a7d3n172960GVQ~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1ae20f23ea0b231a1nV43ti-FVA~</td>\n",
       "      <td>广州盘古优云信息...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7sDEj5gWhQs2j-O1RXKx5VIXZV0wmBgPb7LIvy8Fc3D-a8...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>ee5b26472cd05c131Xx-39m_GFQ~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>项目管理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>74114cfb38325ea01XJ_0tm9GVpY</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1a4a8cd5f823d17f1XR82tS7</td>\n",
       "      <td>天奕信息</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>数据服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...</td>\n",
       "      <td>100005</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bPwov13jpXWWq-e1Yq47jmcRGpvBKtZJ5lreoWF-0lsTDl...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>9a5b44475312fbcb0nZ93Nq9E1ZR</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e9ba25650cede9e11nx509y8FFdS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>33ec5c3c473b2e271nB43N20Flo~</td>\n",
       "      <td>美闯网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>O2O</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100008</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>T0s0iDcCG8Wg0-g1NanwOzXuMrHjaN9gRXkB-oBUMt34QP...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>16a0c1b1149d57311XJ43tq0EVQ~</td>\n",
       "      <td>詹女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5e65894f0ff90d7d1Xd42tW4ElJQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>3c511ac83da009710XN409i5</td>\n",
       "      <td>上海思芮</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/f...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[加班补助, 节日福利, 五险一金, 免费班车, 交通补助, 员工旅游, 补充医疗保险, 带...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hYbjm9Qbbi7UM-b1XB5ZHVx7aj3LHXzkqRWMFQpExBIi0-...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>25aabfc1ef4ca3410nFz3tm5E1E~</td>\n",
       "      <td>李先生</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e7b8840cb824825e1nF609W1EVJR</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>a67b361452e384e71XV82N4~</td>\n",
       "      <td>今日头条</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[补充医疗保险, 定期体检, 带薪年假, 年终奖, 股票期权, 五险一金, 节假日加班费, ...</td>\n",
       "      <td>100019</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>f9Gf-N2hIv_4T-A1QYJTBB8dDR0Rg7-oSeShB38B636jxY...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>bc45053c4b2252601XJ82Nm5GFs~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>bf290f7f06737e031H183dm_FFE~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>ba58fe248037d4b50nV72dq5</td>\n",
       "      <td>佳彬网络</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>社交网络</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[年终奖, 零食下午茶, 带薪年假, 五险一金, 定期体检, 员工旅游]</td>\n",
       "      <td>100013</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>OXDV0IQPm83MP-Q1mKZvbWpQunmgVBSfPM6NyJu23e3se2...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>bcd21f64bb062f851Xx-2tq7FVs~</td>\n",
       "      <td>谭先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>9bbf0829959f2d9c1nZ_3d-8FFVT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>984243dbd83d32b31XV629u0EVs~</td>\n",
       "      <td>腾讯</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/bar/2020...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[五险一金, 节日福利, 股票期权, 包吃, 餐补, 带薪年假, 免费班车, 零食下午茶, ...</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>FPrXCmCWrWYJH-h1SbQAIWrKjA-LsuPAXuME0oAEm_PaEg...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>cfa71965364e94971XN92di6EFI~</td>\n",
       "      <td>秦先生</td>\n",
       "      <td>技术总监</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>3019ffe19fdf0fde1nVz09S1FlRW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>d74ef569cf4d925d0XZ82dy4GQ~~</td>\n",
       "      <td>广州大道科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机服务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[加班补助, 带薪年假, 五险一金, 餐补, 节日福利]</td>\n",
       "      <td>100023</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zmZlGISp6LtF5--1aCTRtKVdRS_yCMkZjpRYG3lkpSak5P...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>f79ac83e09ab40000Hx93ti6E1U~</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>98054260d10dd0a31XZy2Ny9EVNS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>917f6113b54011bc1nB_3Nq7Flc~</td>\n",
       "      <td>中博智慧</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GCbCw1Ecj4vmq-S1QfN_Tmh5-BB0T-K6ebt19zPguwrghk...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>0a29cedb757211681nZy29i0GFI~</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>CEO</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>736230297ae593da1nNz29y_E1FU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>e15055492c1acf3c1nZ629q6Eg~~</td>\n",
       "      <td>曲速未来</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>信息安全</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100016</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>gr1itc4ZAgQAg-m1B4pzoApJmTHgQvTlWrTYlh30icZUxW...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>6249128c597811e31HJ83tq0</td>\n",
       "      <td>王先生</td>\n",
       "      <td>前端工程师</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>625a29d4c3110ca11XZ73t66ElRY</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5d627415a46b4a750nJ9</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[交通补助, 免费班车, 零食下午茶, 股票期权, 五险一金, 节日福利, 年终奖, 员工旅...</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Q9iiuqfDOMKJw-x1lq6bIR6cE1tZm5Ayk_St_ZCkUz0ndN...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>9221ac90ee7b2a5f3nx50t66EVY~</td>\n",
       "      <td>莫女士</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>80036ec7ee157bbd1XF829y4GFVY</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1dcc26e723163dea1XR80tq8E1Y~</td>\n",
       "      <td>广州电通版权服务</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>其他服务业</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[五险一金]</td>\n",
       "      <td>101106</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1oJv_Vbw_WcsU-X1vINBn_LbekR4bj1W6_MuN0bMi3J_4r...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>d751534b79d74b8b1nR70ti0GFBU</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>人事</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>c91f8f6bb356ae6f1nR42N-5FlpV</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>907aa1c1777e73b90HN72Ni1Ew~~</td>\n",
       "      <td>轻松教育</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>培训机构</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[零食下午茶, 五险一金, 员工旅游, 带薪年假, 年终奖, 全勤奖, 加班补助, 免费学历...</td>\n",
       "      <td>100303</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>fPNbBeYIGhLEq-F14QSjA4G0beLtKw9nvvsPYce9XHHQPC...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>a6a450b9d72625de1HRy2tu5F1s~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>行政助理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>122c0c1372be7d021nFy29-5FVs~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>d985569bd65fa13e1nR72N27EQ~~</td>\n",
       "      <td>汇恒科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>广告营销</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100004</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>wsU2hRPeNaynB-r1hZN3q6fCR9PFb_hKij5Ju5qZyRFj2B...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>7c84490ed93b89e41nR82Ny8GVVY</td>\n",
       "      <td>陆先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>8482ae1c48ac09ea1XV939u8EFBS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>af300c08e269daa51XR93Ni8ElU~</td>\n",
       "      <td>广东省药品交易中心</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>企业服务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100015</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>xVwUxAcNh5wpJ-X1vmZZru12Y7K7o8Lti48XcKIvAD4Whk...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>2088569ff69b39470nJ90t20FFY~</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>787352eb80113e7c3nZ83dS-EFs~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>ded7c1efd2b598ae0HFy39i9EA~~</td>\n",
       "      <td>半塘网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[加班补助, 零食下午茶, 餐补, 住房补贴, 五险一金]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bb0VoDA30h7OM-i14qgKZz5WVwzllv5SqoyMESROD2Dyx5...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>35e35b0973ebefac1HBz2N-4E1A~</td>\n",
       "      <td>周女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>f759754574377f671n1-2d-0E1NZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5bed66ddc77c99b633B_09W7EQ~~</td>\n",
       "      <td>纱纤亿</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[包吃, 节日福利]</td>\n",
       "      <td>100504</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CQ-ONOTuSGWK8-N1iICq1tk-V98Fi7LI7ZA5AbA42LE9rZ...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>cd51694830b2494b1H1429S_GFI~</td>\n",
       "      <td>张先生</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>a4b636dd3e7de3d41XV_3t65EFRZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>e9a2427bc19f1b1a33Z_3t0~</td>\n",
       "      <td>蚂蚁金服</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[五险一金, 员工旅游, 补充医疗保险, 年终奖, 餐补, 节日福利, 带薪年假, 定期体检...</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>gyoQAsvJwWqV0-u1kGGjW5YtUBeQzxgfeV2NvtV6B4IwMb...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>8c0098e052312c9533F73tS8FlY~</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>ed223394a334fb2c1XF80ty0EFpT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>c453982d07d8ee961nx93926GFs~</td>\n",
       "      <td>广州途度易信息科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[五险一金, 补充医疗保险, 带薪年假, 节日福利, 年终奖]</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ME0dKNBfnsw4T-K1GqUqKt8DHjJN8-oNGTl14ho2iBjstI...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>befcbce9d6528b9a0Xd53dm4FFU~</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>hr</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>389320377ee77e6b03Z93dm9FlU~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5bca9c2cd8abb77e03F529m8GA~~</td>\n",
       "      <td>广东省颐德广益电...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100001</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>mAI6gBaT2POK9-a1rXWxzED89cMDIBbI4_VfKAzEE-7-Ox...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>fabc6f30c6a570d803Zy0965FVA~</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>3296365a933b49281n173d-8FlJS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>70726a38d4f5cf801nF50969EFs~</td>\n",
       "      <td>蓝光智能</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>9gZHBEsiGQcIA-s1ik1JKqkwhIIBir2VHVNRSB_2ueDDOE...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>e70e7caf7f5623fc0nRy2tq7ElZR</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>799a6ff950309ed11XJy29-0EFFW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>e4b2c733e23c06761nZ53N0~</td>\n",
       "      <td>中科软</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/1...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[员工旅游, 餐补, 带薪年假, 零食下午茶, 年终奖, 团队氛围好, 五险一金, 加班补助...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>lCNWhj6iWe05w-p1_NDmT3rvc0sr1Azjmz6s_8F7lXTdja...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>9d461e8f532df5430nF539q8FlZX</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>431391acfcd6571c1XJ40tS0E1ZV</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>e1bbae695c6efd871XR5392-EFY~</td>\n",
       "      <td>派菲顾</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[五险一金, 年终奖, 带薪年假, 节日福利]</td>\n",
       "      <td>100504</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>cnhakhKJKW-ct-x1vZ_7BSyvGFbrOipALzVJrCimOyDeFP...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>6b7c7b39c3ed9e5e1nR_2Ny8GVZY</td>\n",
       "      <td>文先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>9f338f1451f202da1n1-2d29GFZU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>d814717ac0cde5361n182dq7FFU~</td>\n",
       "      <td>殷富信息</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>交通/运输</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100501</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-YldzZNevWqCi-r1SQnysMuMHzh_0BYXDEb24JYo0UthvB...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>0553d6f9f3f5fb4b1HZ73d60FVo~</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>行政主管</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>b44aa1347f4da4c31XNy2dm5FFA~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>8b8006202c1415b21nB539u0GA~~</td>\n",
       "      <td>有发科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>医疗健康</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100006</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>XLtVuTW9Y0hWS-N1BlPdssc5dGEdOJb5Rgd8He4_p4TqzM...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>4691f5d29c02ddc20nJ-2tu_FA~~</td>\n",
       "      <td>敖先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>6fb6b4054ae4adf91nVz3Nm5FVM~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>b435370b50aefa4b1XB93NQ~</td>\n",
       "      <td>广州小迈</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>B轮</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>[零食下午茶, 定期体检, 员工旅游, 餐补, 年终奖, 带薪年假, 补充医疗保险, 五险一...</td>\n",
       "      <td>100019</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>g8ImpuX3nWB4e-61ZlTU6LPwP7orOaEipmXcYaiNyMPpJq...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>5eb18fd1ad56982403J62dq6GFU~</td>\n",
       "      <td>江女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>699d2d5efb7a90df1Xd93NS4E1tR</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>8ee313447dae855c1X1809W8</td>\n",
       "      <td>赞同科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/7...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[带薪年假, 定期体检, 出差补助, 节日福利, 补充公积金, 五险一金]</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>fd281oufw3C0v-A1SD6DnmhnplKSI0tMmn-YfQ8NXSsiNy...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>3f7a4fa7ccb06e4c0nRz3NW8ElJR</td>\n",
       "      <td>许女士</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>bfba04344d47b63f1XF-2Ny_FFRQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>bac13828a2ff3d661Xd_2t28Flc~</td>\n",
       "      <td>亚乐恒智慧</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[节日福利, 工龄奖, 全勤奖, 带薪年假, 零食下午茶]</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   SFEnFvqxw1rcP-P1r-YhbVmKWgdBJB0uE4HFSx8GQ1i7fY...   \n",
       "1   razZleq9JYpnk-R1I_XfMHVRNMdqY4tJ3Y9gjbaEArciAT...   \n",
       "2   9UeuMDGtxhh9S-E1kThYQXKrc-6meQVXj4ftQ_8YFQkHuO...   \n",
       "3   7sDEj5gWhQs2j-O1RXKx5VIXZV0wmBgPb7LIvy8Fc3D-a8...   \n",
       "4   bPwov13jpXWWq-e1Yq47jmcRGpvBKtZJ5lreoWF-0lsTDl...   \n",
       "5   T0s0iDcCG8Wg0-g1NanwOzXuMrHjaN9gRXkB-oBUMt34QP...   \n",
       "6   hYbjm9Qbbi7UM-b1XB5ZHVx7aj3LHXzkqRWMFQpExBIi0-...   \n",
       "7   f9Gf-N2hIv_4T-A1QYJTBB8dDR0Rg7-oSeShB38B636jxY...   \n",
       "8   OXDV0IQPm83MP-Q1mKZvbWpQunmgVBSfPM6NyJu23e3se2...   \n",
       "9   FPrXCmCWrWYJH-h1SbQAIWrKjA-LsuPAXuME0oAEm_PaEg...   \n",
       "10  zmZlGISp6LtF5--1aCTRtKVdRS_yCMkZjpRYG3lkpSak5P...   \n",
       "11  GCbCw1Ecj4vmq-S1QfN_Tmh5-BB0T-K6ebt19zPguwrghk...   \n",
       "12  gr1itc4ZAgQAg-m1B4pzoApJmTHgQvTlWrTYlh30icZUxW...   \n",
       "13  Q9iiuqfDOMKJw-x1lq6bIR6cE1tZm5Ayk_St_ZCkUz0ndN...   \n",
       "14  1oJv_Vbw_WcsU-X1vINBn_LbekR4bj1W6_MuN0bMi3J_4r...   \n",
       "15  fPNbBeYIGhLEq-F14QSjA4G0beLtKw9nvvsPYce9XHHQPC...   \n",
       "16  wsU2hRPeNaynB-r1hZN3q6fCR9PFb_hKij5Ju5qZyRFj2B...   \n",
       "17  xVwUxAcNh5wpJ-X1vmZZru12Y7K7o8Lti48XcKIvAD4Whk...   \n",
       "18  Bb0VoDA30h7OM-i14qgKZz5WVwzllv5SqoyMESROD2Dyx5...   \n",
       "19  CQ-ONOTuSGWK8-N1iICq1tk-V98Fi7LI7ZA5AbA42LE9rZ...   \n",
       "20  gyoQAsvJwWqV0-u1kGGjW5YtUBeQzxgfeV2NvtV6B4IwMb...   \n",
       "21  ME0dKNBfnsw4T-K1GqUqKt8DHjJN8-oNGTl14ho2iBjstI...   \n",
       "22  mAI6gBaT2POK9-a1rXWxzED89cMDIBbI4_VfKAzEE-7-Ox...   \n",
       "23  9gZHBEsiGQcIA-s1ik1JKqkwhIIBir2VHVNRSB_2ueDDOE...   \n",
       "24  lCNWhj6iWe05w-p1_NDmT3rvc0sr1Azjmz6s_8F7lXTdja...   \n",
       "25  cnhakhKJKW-ct-x1vZ_7BSyvGFbrOipALzVJrCimOyDeFP...   \n",
       "26  -YldzZNevWqCi-r1SQnysMuMHzh_0BYXDEb24JYo0UthvB...   \n",
       "27  XLtVuTW9Y0hWS-N1BlPdssc5dGEdOJb5Rgd8He4_p4TqzM...   \n",
       "28  g8ImpuX3nWB4e-61ZlTU6LPwP7orOaEipmXcYaiNyMPpJq...   \n",
       "29  fd281oufw3C0v-A1SD6DnmhnplKSI0tMmn-YfQ8NXSsiNy...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "5   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "6   https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "7   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "8   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "9   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "10  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "11  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "12  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "13  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "14  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "15  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "16  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "17  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "18  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "19  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "20  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "21  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "22  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "23  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "24  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "27  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "29  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   837104280caece1d0nZ82du0FFVT      黄先生      人事经理           0       False   \n",
       "1   c18119d8410f25521Xx42Nq4EVs~      易女士      招聘经理           0        True   \n",
       "2   798b6990f9f0e55803F43tu1E1s~      陈先生       总经理           0       False   \n",
       "3   ee5b26472cd05c131Xx-39m_GFQ~      李女士      项目管理           0       False   \n",
       "4   9a5b44475312fbcb0nZ93Nq9E1ZR      谢女士      人事经理           0       False   \n",
       "5   16a0c1b1149d57311XJ43tq0EVQ~      詹女士      招聘经理           0       False   \n",
       "6   25aabfc1ef4ca3410nFz3tm5E1E~      李先生   前端开发工程师           0       False   \n",
       "7   bc45053c4b2252601XJ82Nm5GFs~      李女士        HR           0       False   \n",
       "8   bcd21f64bb062f851Xx-2tq7FVs~      谭先生        HR           0       False   \n",
       "9   cfa71965364e94971XN92di6EFI~      秦先生      技术总监           0       False   \n",
       "10  f79ac83e09ab40000Hx93ti6E1U~      孙女士        HR           0       False   \n",
       "11  0a29cedb757211681nZy29i0GFI~      侯先生       CEO           0       False   \n",
       "12      6249128c597811e31HJ83tq0      王先生     前端工程师           0       False   \n",
       "13  9221ac90ee7b2a5f3nx50t66EVY~      莫女士        经理           0       False   \n",
       "14  d751534b79d74b8b1nR70ti0GFBU      黄先生        人事           0       False   \n",
       "15  a6a450b9d72625de1HRy2tu5F1s~      李女士      行政助理           0       False   \n",
       "16  7c84490ed93b89e41nR82Ny8GVVY      陆先生       招聘者           0       False   \n",
       "17  2088569ff69b39470nJ90t20FFY~      陈先生      运营总监           0       False   \n",
       "18  35e35b0973ebefac1HBz2N-4E1A~      周女士    人力资源经理           0       False   \n",
       "19  cd51694830b2494b1H1429S_GFI~      张先生   前端开发工程师           0       False   \n",
       "20  8c0098e052312c9533F73tS8FlY~      张女士        HR           0       False   \n",
       "21  befcbce9d6528b9a0Xd53dm4FFU~      梁女士        hr           0       False   \n",
       "22  fabc6f30c6a570d803Zy0965FVA~      邓女士       招聘者           0       False   \n",
       "23  e70e7caf7f5623fc0nRy2tq7ElZR      袁女士      招聘专员           0       False   \n",
       "24  9d461e8f532df5430nF539q8FlZX      邓女士      人事专员           0       False   \n",
       "25  6b7c7b39c3ed9e5e1nR_2Ny8GVZY      文先生       招聘者           0       False   \n",
       "26  0553d6f9f3f5fb4b1HZ73d60FVo~      吴先生      行政主管           0       False   \n",
       "27  4691f5d29c02ddc20nJ-2tu_FA~~      敖先生      招聘经理           0       False   \n",
       "28  5eb18fd1ad56982403J62dq6GFU~      江女士        HR           0       False   \n",
       "29  3f7a4fa7ccb06e4c0nRz3NW8ElJR      许女士        经理           0        True   \n",
       "\n",
       "                    encryptJobId  expectId  ...   gps  \\\n",
       "0   5dcba1342ce7d3491nJy29W_GFRU         0  ...  None   \n",
       "1   1d8169862dd88f321XJz3tq6GFdU         0  ...  None   \n",
       "2   e7a2607c9b453a7d3n172960GVQ~         0  ...  None   \n",
       "3   74114cfb38325ea01XJ_0tm9GVpY         0  ...  None   \n",
       "4   e9ba25650cede9e11nx509y8FFdS         0  ...  None   \n",
       "5   5e65894f0ff90d7d1Xd42tW4ElJQ         0  ...  None   \n",
       "6   e7b8840cb824825e1nF609W1EVJR         0  ...  None   \n",
       "7   bf290f7f06737e031H183dm_FFE~         0  ...  None   \n",
       "8   9bbf0829959f2d9c1nZ_3d-8FFVT         0  ...  None   \n",
       "9   3019ffe19fdf0fde1nVz09S1FlRW         0  ...  None   \n",
       "10  98054260d10dd0a31XZy2Ny9EVNS         0  ...  None   \n",
       "11  736230297ae593da1nNz29y_E1FU         0  ...  None   \n",
       "12  625a29d4c3110ca11XZ73t66ElRY         0  ...  None   \n",
       "13  80036ec7ee157bbd1XF829y4GFVY         0  ...  None   \n",
       "14  c91f8f6bb356ae6f1nR42N-5FlpV         0  ...  None   \n",
       "15  122c0c1372be7d021nFy29-5FVs~         0  ...  None   \n",
       "16  8482ae1c48ac09ea1XV939u8EFBS         0  ...  None   \n",
       "17  787352eb80113e7c3nZ83dS-EFs~         0  ...  None   \n",
       "18  f759754574377f671n1-2d-0E1NZ         0  ...  None   \n",
       "19  a4b636dd3e7de3d41XV_3t65EFRZ         0  ...  None   \n",
       "20  ed223394a334fb2c1XF80ty0EFpT         0  ...  None   \n",
       "21  389320377ee77e6b03Z93dm9FlU~         0  ...  None   \n",
       "22  3296365a933b49281n173d-8FlJS         0  ...  None   \n",
       "23  799a6ff950309ed11XJy29-0EFFW         0  ...  None   \n",
       "24  431391acfcd6571c1XJ40tS0E1ZV         0  ...  None   \n",
       "25  9f338f1451f202da1n1-2d29GFZU         0  ...  None   \n",
       "26  b44aa1347f4da4c31XNy2dm5FFA~         0  ...  None   \n",
       "27  6fb6b4054ae4adf91nVz3Nm5FVM~         0  ...  None   \n",
       "28  699d2d5efb7a90df1Xd93NS4E1tR         0  ...  None   \n",
       "29  bfba04344d47b63f1XF-2Ny_FFRQ         0  ...  None   \n",
       "\n",
       "                  encryptBrandId    brandName  \\\n",
       "0   362ace3249128c161nx60961FVU~         千翼千美   \n",
       "1       95b4b47ef9141c671nd52ty_           法本   \n",
       "2   1ae20f23ea0b231a1nV43ti-FVA~  广州盘古优云信息...   \n",
       "3       1a4a8cd5f823d17f1XR82tS7         天奕信息   \n",
       "4   33ec5c3c473b2e271nB43N20Flo~       美闯网络科技   \n",
       "5       3c511ac83da009710XN409i5         上海思芮   \n",
       "6       a67b361452e384e71XV82N4~         今日头条   \n",
       "7       ba58fe248037d4b50nV72dq5         佳彬网络   \n",
       "8   984243dbd83d32b31XV629u0EVs~           腾讯   \n",
       "9   d74ef569cf4d925d0XZ82dy4GQ~~       广州大道科技   \n",
       "10  917f6113b54011bc1nB_3Nq7Flc~         中博智慧   \n",
       "11  e15055492c1acf3c1nZ629q6Eg~~         曲速未来   \n",
       "12          5d627415a46b4a750nJ9       阿里巴巴集团   \n",
       "13  1dcc26e723163dea1XR80tq8E1Y~     广州电通版权服务   \n",
       "14  907aa1c1777e73b90HN72Ni1Ew~~         轻松教育   \n",
       "15  d985569bd65fa13e1nR72N27EQ~~         汇恒科技   \n",
       "16  af300c08e269daa51XR93Ni8ElU~    广东省药品交易中心   \n",
       "17  ded7c1efd2b598ae0HFy39i9EA~~       半塘网络科技   \n",
       "18  5bed66ddc77c99b633B_09W7EQ~~          纱纤亿   \n",
       "19      e9a2427bc19f1b1a33Z_3t0~         蚂蚁金服   \n",
       "20  c453982d07d8ee961nx93926GFs~    广州途度易信息科技   \n",
       "21  5bca9c2cd8abb77e03F529m8GA~~  广东省颐德广益电...   \n",
       "22  70726a38d4f5cf801nF50969EFs~         蓝光智能   \n",
       "23      e4b2c733e23c06761nZ53N0~          中科软   \n",
       "24  e1bbae695c6efd871XR5392-EFY~          派菲顾   \n",
       "25  d814717ac0cde5361n182dq7FFU~         殷富信息   \n",
       "26  8b8006202c1415b21nB539u0GA~~         有发科技   \n",
       "27      b435370b50aefa4b1XB93NQ~         广州小迈   \n",
       "28      8ee313447dae855c1X1809W8         赞同科技   \n",
       "29  bac13828a2ff3d661Xd_2t28Flc~        亚乐恒智慧   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/com/w...              A轮   \n",
       "1   https://img.bosszhipin.com/beijin/mcs/banner/3...             已上市   \n",
       "2   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "3   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "4   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "5   https://img.bosszhipin.com/beijin/mcs/banner/f...           不需要融资   \n",
       "6   https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       "7   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "8   https://img.bosszhipin.com/beijin/mcs/bar/2020...           不需要融资   \n",
       "9   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "10  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "11  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       "12  https://img.bosszhipin.com/beijin/upload/com/w...             已上市   \n",
       "13  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "14  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "15  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "16  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "17  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "18  https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "19  https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       "20  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "21  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "22  https://img.bosszhipin.com/beijin/icon/894ce6f...           不需要融资   \n",
       "23  https://img.bosszhipin.com/beijin/mcs/banner/1...             已上市   \n",
       "24  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "25  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       "27  https://img.bosszhipin.com/beijin/upload/com/w...              B轮   \n",
       "28  https://img.bosszhipin.com/beijin/mcs/banner/7...             未融资   \n",
       "29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0          计算机服务         20-99人   \n",
       "1          计算机软件       10000人以上   \n",
       "2          计算机软件          0-20人   \n",
       "3           数据服务       100-499人   \n",
       "4            O2O       100-499人   \n",
       "5          计算机软件     1000-9999人   \n",
       "6          移动互联网       10000人以上   \n",
       "7           社交网络       100-499人   \n",
       "8            互联网       10000人以上   \n",
       "9          计算机服务         20-99人   \n",
       "10         计算机软件         20-99人   \n",
       "11          信息安全         20-99人   \n",
       "12           互联网       10000人以上   \n",
       "13         其他服务业          0-20人   \n",
       "14          培训机构       100-499人   \n",
       "15          广告营销          0-20人   \n",
       "16          企业服务         20-99人   \n",
       "17         计算机软件          0-20人   \n",
       "18        贸易/进出口         20-99人   \n",
       "19           互联网       10000人以上   \n",
       "20           互联网       100-499人   \n",
       "21          电子商务         20-99人   \n",
       "22         计算机软件       100-499人   \n",
       "23         计算机软件       10000人以上   \n",
       "24        贸易/进出口          0-20人   \n",
       "25         交通/运输          0-20人   \n",
       "26          医疗健康          0-20人   \n",
       "27         移动互联网       500-999人   \n",
       "28           互联网     1000-9999人   \n",
       "29           互联网          0-20人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0                                                  []   100023   False  \n",
       "1   [年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...   100021   False  \n",
       "2                                                  []   100021   False  \n",
       "3   [五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...   100005   False  \n",
       "4                                                  []   100008   False  \n",
       "5   [加班补助, 节日福利, 五险一金, 免费班车, 交通补助, 员工旅游, 补充医疗保险, 带...   100021   False  \n",
       "6   [补充医疗保险, 定期体检, 带薪年假, 年终奖, 股票期权, 五险一金, 节假日加班费, ...   100019   False  \n",
       "7                [年终奖, 零食下午茶, 带薪年假, 五险一金, 定期体检, 员工旅游]   100013   False  \n",
       "8   [五险一金, 节日福利, 股票期权, 包吃, 餐补, 带薪年假, 免费班车, 零食下午茶, ...   100020   False  \n",
       "9                        [加班补助, 带薪年假, 五险一金, 餐补, 节日福利]   100023   False  \n",
       "10                                                 []   100021   False  \n",
       "11                                                 []   100016   False  \n",
       "12  [交通补助, 免费班车, 零食下午茶, 股票期权, 五险一金, 节日福利, 年终奖, 员工旅...   100020   False  \n",
       "13                                             [五险一金]   101106   False  \n",
       "14  [零食下午茶, 五险一金, 员工旅游, 带薪年假, 年终奖, 全勤奖, 加班补助, 免费学历...   100303   False  \n",
       "15                                                 []   100004   False  \n",
       "16                                                 []   100015   False  \n",
       "17                      [加班补助, 零食下午茶, 餐补, 住房补贴, 五险一金]   100021   False  \n",
       "18                                         [包吃, 节日福利]   100504   False  \n",
       "19  [五险一金, 员工旅游, 补充医疗保险, 年终奖, 餐补, 节日福利, 带薪年假, 定期体检...   100020   False  \n",
       "20                    [五险一金, 补充医疗保险, 带薪年假, 节日福利, 年终奖]   100020   False  \n",
       "21                                                 []   100001   False  \n",
       "22                                                 []   100021   False  \n",
       "23  [员工旅游, 餐补, 带薪年假, 零食下午茶, 年终奖, 团队氛围好, 五险一金, 加班补助...   100021   False  \n",
       "24                            [五险一金, 年终奖, 带薪年假, 节日福利]   100504   False  \n",
       "25                                                 []   100501   False  \n",
       "26                                                 []   100006   False  \n",
       "27  [零食下午茶, 定期体检, 员工旅游, 餐补, 年终奖, 带薪年假, 补充医疗保险, 五险一...   100019   False  \n",
       "28              [带薪年假, 定期体检, 出差补助, 节日福利, 补充公积金, 五险一金]   100020   False  \n",
       "29                      [节日福利, 工龄奖, 全勤奖, 带薪年假, 零食下午茶]   100020   False  \n",
       "\n",
       "[30 rows x 45 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['zpData']['jobList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b2501ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30',\n",
       " 'https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=2&pageSize=30',\n",
       " 'https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=3&pageSize=30']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = []\n",
    "for i in range(1,4):\n",
    "    page.append('https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page='+str(i)+'&pageSize=30')\n",
    "page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3e07aae0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           securityId  \\\n",
       " 0   dipTJNnMqkQPb-51KFdsZT1EXo1NHrkG61nBgbuN4KdMju...   \n",
       " 1   4nsRsEyUWv07j-D1gI5uOKJ42sOxxg_FgVdbpYnz4mLNOo...   \n",
       " 2   DuujhqStB3ZX1-r1ZaDU2crxqr15zmddwmOiurwCi8tdiG...   \n",
       " 3   LGhJo9rj2WeOQ-T1Td0EvE60kiuo_AaGP5lkuMzY7u2zzu...   \n",
       " 4   SOTHNysGDSVue-v1A0Zlr2-43Yr0igyR0pd0tDqzGLiuLY...   \n",
       " 5   Zikd4q_r04cBC-K1E0Zi1N_NbX4iXfxfBWK1_RWAbs60vV...   \n",
       " 6   Z4VM-Kf8PNSQd-g1LEV3TzaxcpPklVhg2uIFqKlpPS4RWx...   \n",
       " 7   EYDjXUbvzeahe-E1_FuGkyvjPOPPANsecN6F7kIZfQijub...   \n",
       " 8   8kNGB63ZWNLzK-q11AfvIghNDe7SSpCzxWLsQbYRor6Y3c...   \n",
       " 9   pQjDsnhtLOimB-m1MgtrmO8D4FKpFSSr9lSRRh2DUGfdkZ...   \n",
       " 10  1HAlgmqqzWewO-S1Mq4Xb5hyIyQGuVGLBqCMzCEQME762j...   \n",
       " 11  n2fT4jz7SCoup-K1L6md6lOjvFaesu1lmEpSP8JqK7qnvB...   \n",
       " 12  z99LcqYII6teY-31fg5Xp1E_SFzwvMXBCDHEVPeBEPM1aq...   \n",
       " 13  AFa4BDNrMs5uA-C1mKQiC0nISYHn-8sJdXix6czPf3V4_C...   \n",
       " 14  W7WAMq5MSqDWb-Q1O2KUZuCWZiFItLpKN5EDxEq2cBEmAg...   \n",
       " 15  pX2P78tQfvsFD-_1Eh_8dfKgqQ9qJ_4ekDlLCaLUk4gmeT...   \n",
       " 16  UwJDvOGVIxTdZ-i1oqlf_iQNFgspq8ESF6Tn7ZNLI7bj-1...   \n",
       " 17  GYlVM8qooEx8h-t1GeQDhL2g0DzQt4xAjNB67_FEcSzqt2...   \n",
       " 18  nCrjgFL3kkdOD-G1XoSJjea5tVuhITHodmts2O2qGpqfpp...   \n",
       " 19  MG3YpQ-MD2xrN-S11O2NP98U3b5tZN4_n11FwZQjPP3aFr...   \n",
       " 20  w62CVxQ4iLjoK-R1yARDwl3E1_rx5G7cJWhPh6y0a5btQJ...   \n",
       " 21  EmHlrhIkKav2P-w1EvA159_E7CmLZa1Jd5fpx_4HSsz7MC...   \n",
       " 22  -X_TUNwZgPWQG-D1Qdnt_-5wbm6ToyhrKt7lfzND33Ice3...   \n",
       " 23  LX6KJQC46HLFH-Z1NAfTv-gorw95kTv5h9FKGKxOVk3wTH...   \n",
       " 24  nXaL4BLaJb_Se-v1oLw4jC0nr6SgL9NExXNJTmlH5SICKc...   \n",
       " 25  amLci3fDj7OmP-z1fgEZdZOeX1HCdwGvDpOxBVkdUjqVTX...   \n",
       " 26  QfNlX74FIjlLj-r1KDKh8malnWCpduqWrsb8rTRbjO_k3c...   \n",
       " 27  IVsQKjKD6kP0e-a1krIJEUgX8LssludVdwrquRRsNczsNl...   \n",
       " 28  Ahp7RoThzg8Sj-t13b093QxZTBjnIXaVLc_wZ94NptYpq0...   \n",
       " 29  lK5dYtFZHJumP-y1Ummr81YWKMo6XM4f9hCf4HF9fBF-o8...   \n",
       " \n",
       "                                            bossAvatar  bossCert  \\\n",
       " 0   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 5   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 6   https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       " 7   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 8   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 9   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 10  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 11  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 12  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 13  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 14  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       " 15  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 16  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 17  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 18  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 19  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 20  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 21  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 22  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 23  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 24  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 27  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 29  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " \n",
       "                    encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       " 0   837104280caece1d0nZ82du0FFVT      黄先生      人事经理           0       False   \n",
       " 1   c18119d8410f25521Xx42Nq4EVs~      易女士      招聘经理           0        True   \n",
       " 2   798b6990f9f0e55803F43tu1E1s~      陈先生       总经理           0       False   \n",
       " 3   ee5b26472cd05c131Xx-39m_GFQ~      李女士      项目管理           0       False   \n",
       " 4   9a5b44475312fbcb0nZ93Nq9E1ZR      谢女士      人事经理           0       False   \n",
       " 5   16a0c1b1149d57311XJ43tq0EVQ~      詹女士      招聘经理           0       False   \n",
       " 6   25aabfc1ef4ca3410nFz3tm5E1E~      李先生   前端开发工程师           0       False   \n",
       " 7   bc45053c4b2252601XJ82Nm5GFs~      李女士        HR           0       False   \n",
       " 8   bcd21f64bb062f851Xx-2tq7FVs~      谭先生        HR           0       False   \n",
       " 9   cfa71965364e94971XN92di6EFI~      秦先生      技术总监           0       False   \n",
       " 10  f79ac83e09ab40000Hx93ti6E1U~      孙女士        HR           0       False   \n",
       " 11  0a29cedb757211681nZy29i0GFI~      侯先生       CEO           0       False   \n",
       " 12      6249128c597811e31HJ83tq0      王先生     前端工程师           0       False   \n",
       " 13  9221ac90ee7b2a5f3nx50t66EVY~      莫女士        经理           0       False   \n",
       " 14  d751534b79d74b8b1nR70ti0GFBU      黄先生        人事           0       False   \n",
       " 15  a6a450b9d72625de1HRy2tu5F1s~      李女士      行政助理           0       False   \n",
       " 16  7c84490ed93b89e41nR82Ny8GVVY      陆先生       招聘者           0       False   \n",
       " 17  2088569ff69b39470nJ90t20FFY~      陈先生      运营总监           0       False   \n",
       " 18  35e35b0973ebefac1HBz2N-4E1A~      周女士    人力资源经理           0       False   \n",
       " 19  cd51694830b2494b1H1429S_GFI~      张先生   前端开发工程师           0       False   \n",
       " 20  8c0098e052312c9533F73tS8FlY~      张女士        HR           0       False   \n",
       " 21  befcbce9d6528b9a0Xd53dm4FFU~      梁女士        hr           0       False   \n",
       " 22  fabc6f30c6a570d803Zy0965FVA~      邓女士       招聘者           0       False   \n",
       " 23  e70e7caf7f5623fc0nRy2tq7ElZR      袁女士      招聘专员           0       False   \n",
       " 24  9d461e8f532df5430nF539q8FlZX      邓女士      人事专员           0       False   \n",
       " 25  6b7c7b39c3ed9e5e1nR_2Ny8GVZY      文先生       招聘者           0       False   \n",
       " 26  0553d6f9f3f5fb4b1HZ73d60FVo~      吴先生      行政主管           0       False   \n",
       " 27  4691f5d29c02ddc20nJ-2tu_FA~~      敖先生      招聘经理           0       False   \n",
       " 28  5eb18fd1ad56982403J62dq6GFU~      江女士        HR           0       False   \n",
       " 29  3f7a4fa7ccb06e4c0nRz3NW8ElJR      许女士        经理           0        True   \n",
       " \n",
       "                     encryptJobId  expectId  ...   gps  \\\n",
       " 0   5dcba1342ce7d3491nJy29W_GFRU         0  ...  None   \n",
       " 1   1d8169862dd88f321XJz3tq6GFdU         0  ...  None   \n",
       " 2   e7a2607c9b453a7d3n172960GVQ~         0  ...  None   \n",
       " 3   74114cfb38325ea01XJ_0tm9GVpY         0  ...  None   \n",
       " 4   e9ba25650cede9e11nx509y8FFdS         0  ...  None   \n",
       " 5   5e65894f0ff90d7d1Xd42tW4ElJQ         0  ...  None   \n",
       " 6   e7b8840cb824825e1nF609W1EVJR         0  ...  None   \n",
       " 7   bf290f7f06737e031H183dm_FFE~         0  ...  None   \n",
       " 8   9bbf0829959f2d9c1nZ_3d-8FFVT         0  ...  None   \n",
       " 9   3019ffe19fdf0fde1nVz09S1FlRW         0  ...  None   \n",
       " 10  98054260d10dd0a31XZy2Ny9EVNS         0  ...  None   \n",
       " 11  736230297ae593da1nNz29y_E1FU         0  ...  None   \n",
       " 12  625a29d4c3110ca11XZ73t66ElRY         0  ...  None   \n",
       " 13  80036ec7ee157bbd1XF829y4GFVY         0  ...  None   \n",
       " 14  c91f8f6bb356ae6f1nR42N-5FlpV         0  ...  None   \n",
       " 15  122c0c1372be7d021nFy29-5FVs~         0  ...  None   \n",
       " 16  8482ae1c48ac09ea1XV939u8EFBS         0  ...  None   \n",
       " 17  787352eb80113e7c3nZ83dS-EFs~         0  ...  None   \n",
       " 18  f759754574377f671n1-2d-0E1NZ         0  ...  None   \n",
       " 19  a4b636dd3e7de3d41XV_3t65EFRZ         0  ...  None   \n",
       " 20  ed223394a334fb2c1XF80ty0EFpT         0  ...  None   \n",
       " 21  389320377ee77e6b03Z93dm9FlU~         0  ...  None   \n",
       " 22  3296365a933b49281n173d-8FlJS         0  ...  None   \n",
       " 23  799a6ff950309ed11XJy29-0EFFW         0  ...  None   \n",
       " 24  431391acfcd6571c1XJ40tS0E1ZV         0  ...  None   \n",
       " 25  9f338f1451f202da1n1-2d29GFZU         0  ...  None   \n",
       " 26  b44aa1347f4da4c31XNy2dm5FFA~         0  ...  None   \n",
       " 27  6fb6b4054ae4adf91nVz3Nm5FVM~         0  ...  None   \n",
       " 28  699d2d5efb7a90df1Xd93NS4E1tR         0  ...  None   \n",
       " 29  bfba04344d47b63f1XF-2Ny_FFRQ         0  ...  None   \n",
       " \n",
       "                   encryptBrandId    brandName  \\\n",
       " 0   362ace3249128c161nx60961FVU~         千翼千美   \n",
       " 1       95b4b47ef9141c671nd52ty_           法本   \n",
       " 2   1ae20f23ea0b231a1nV43ti-FVA~  广州盘古优云信息...   \n",
       " 3       1a4a8cd5f823d17f1XR82tS7         天奕信息   \n",
       " 4   33ec5c3c473b2e271nB43N20Flo~       美闯网络科技   \n",
       " 5       3c511ac83da009710XN409i5         上海思芮   \n",
       " 6       a67b361452e384e71XV82N4~         今日头条   \n",
       " 7       ba58fe248037d4b50nV72dq5         佳彬网络   \n",
       " 8   984243dbd83d32b31XV629u0EVs~           腾讯   \n",
       " 9   d74ef569cf4d925d0XZ82dy4GQ~~       广州大道科技   \n",
       " 10  917f6113b54011bc1nB_3Nq7Flc~         中博智慧   \n",
       " 11  e15055492c1acf3c1nZ629q6Eg~~         曲速未来   \n",
       " 12          5d627415a46b4a750nJ9       阿里巴巴集团   \n",
       " 13  1dcc26e723163dea1XR80tq8E1Y~     广州电通版权服务   \n",
       " 14  907aa1c1777e73b90HN72Ni1Ew~~         轻松教育   \n",
       " 15  d985569bd65fa13e1nR72N27EQ~~         汇恒科技   \n",
       " 16  af300c08e269daa51XR93Ni8ElU~    广东省药品交易中心   \n",
       " 17  ded7c1efd2b598ae0HFy39i9EA~~       半塘网络科技   \n",
       " 18  5bed66ddc77c99b633B_09W7EQ~~          纱纤亿   \n",
       " 19      e9a2427bc19f1b1a33Z_3t0~         蚂蚁金服   \n",
       " 20  c453982d07d8ee961nx93926GFs~    广州途度易信息科技   \n",
       " 21  5bca9c2cd8abb77e03F529m8GA~~  广东省颐德广益电...   \n",
       " 22  70726a38d4f5cf801nF50969EFs~         蓝光智能   \n",
       " 23      e4b2c733e23c06761nZ53N0~          中科软   \n",
       " 24  e1bbae695c6efd871XR5392-EFY~          派菲顾   \n",
       " 25  d814717ac0cde5361n182dq7FFU~         殷富信息   \n",
       " 26  8b8006202c1415b21nB539u0GA~~         有发科技   \n",
       " 27      b435370b50aefa4b1XB93NQ~         广州小迈   \n",
       " 28      8ee313447dae855c1X1809W8         赞同科技   \n",
       " 29  bac13828a2ff3d661Xd_2t28Flc~        亚乐恒智慧   \n",
       " \n",
       "                                             brandLogo  brandStageName  \\\n",
       " 0   https://img.bosszhipin.com/beijin/upload/com/w...              A轮   \n",
       " 1   https://img.bosszhipin.com/beijin/mcs/banner/3...             已上市   \n",
       " 2   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 3   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       " 4   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       " 5   https://img.bosszhipin.com/beijin/mcs/banner/f...           不需要融资   \n",
       " 6   https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       " 7   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 8   https://img.bosszhipin.com/beijin/mcs/bar/2020...           不需要融资   \n",
       " 9   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 10  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       " 11  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       " 12  https://img.bosszhipin.com/beijin/upload/com/w...             已上市   \n",
       " 13  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 14  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 15  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       " 16  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 17  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 18  https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 19  https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       " 20  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       " 21  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       " 22  https://img.bosszhipin.com/beijin/icon/894ce6f...           不需要融资   \n",
       " 23  https://img.bosszhipin.com/beijin/mcs/banner/1...             已上市   \n",
       " 24  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 25  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       " 27  https://img.bosszhipin.com/beijin/upload/com/w...              B轮   \n",
       " 28  https://img.bosszhipin.com/beijin/mcs/banner/7...             未融资   \n",
       " 29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " \n",
       "    brandIndustry brandScaleName  \\\n",
       " 0          计算机服务         20-99人   \n",
       " 1          计算机软件       10000人以上   \n",
       " 2          计算机软件          0-20人   \n",
       " 3           数据服务       100-499人   \n",
       " 4            O2O       100-499人   \n",
       " 5          计算机软件     1000-9999人   \n",
       " 6          移动互联网       10000人以上   \n",
       " 7           社交网络       100-499人   \n",
       " 8            互联网       10000人以上   \n",
       " 9          计算机服务         20-99人   \n",
       " 10         计算机软件         20-99人   \n",
       " 11          信息安全         20-99人   \n",
       " 12           互联网       10000人以上   \n",
       " 13         其他服务业          0-20人   \n",
       " 14          培训机构       100-499人   \n",
       " 15          广告营销          0-20人   \n",
       " 16          企业服务         20-99人   \n",
       " 17         计算机软件          0-20人   \n",
       " 18        贸易/进出口         20-99人   \n",
       " 19           互联网       10000人以上   \n",
       " 20           互联网       100-499人   \n",
       " 21          电子商务         20-99人   \n",
       " 22         计算机软件       100-499人   \n",
       " 23         计算机软件       10000人以上   \n",
       " 24        贸易/进出口          0-20人   \n",
       " 25         交通/运输          0-20人   \n",
       " 26          医疗健康          0-20人   \n",
       " 27         移动互联网       500-999人   \n",
       " 28           互联网     1000-9999人   \n",
       " 29           互联网          0-20人   \n",
       " \n",
       "                                           welfareList industry contact  \n",
       " 0                                                  []   100023   False  \n",
       " 1   [年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...   100021   False  \n",
       " 2                                                  []   100021   False  \n",
       " 3   [五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...   100005   False  \n",
       " 4                                                  []   100008   False  \n",
       " 5   [加班补助, 节日福利, 五险一金, 免费班车, 交通补助, 员工旅游, 补充医疗保险, 带...   100021   False  \n",
       " 6   [补充医疗保险, 定期体检, 带薪年假, 年终奖, 股票期权, 五险一金, 节假日加班费, ...   100019   False  \n",
       " 7                [年终奖, 零食下午茶, 带薪年假, 五险一金, 定期体检, 员工旅游]   100013   False  \n",
       " 8   [五险一金, 节日福利, 股票期权, 包吃, 餐补, 带薪年假, 免费班车, 零食下午茶, ...   100020   False  \n",
       " 9                        [加班补助, 带薪年假, 五险一金, 餐补, 节日福利]   100023   False  \n",
       " 10                                                 []   100021   False  \n",
       " 11                                                 []   100016   False  \n",
       " 12  [交通补助, 免费班车, 零食下午茶, 股票期权, 五险一金, 节日福利, 年终奖, 员工旅...   100020   False  \n",
       " 13                                             [五险一金]   101106   False  \n",
       " 14  [零食下午茶, 五险一金, 员工旅游, 带薪年假, 年终奖, 全勤奖, 加班补助, 免费学历...   100303   False  \n",
       " 15                                                 []   100004   False  \n",
       " 16                                                 []   100015   False  \n",
       " 17                      [加班补助, 零食下午茶, 餐补, 住房补贴, 五险一金]   100021   False  \n",
       " 18                                         [包吃, 节日福利]   100504   False  \n",
       " 19  [五险一金, 员工旅游, 补充医疗保险, 年终奖, 餐补, 节日福利, 带薪年假, 定期体检...   100020   False  \n",
       " 20                    [五险一金, 补充医疗保险, 带薪年假, 节日福利, 年终奖]   100020   False  \n",
       " 21                                                 []   100001   False  \n",
       " 22                                                 []   100021   False  \n",
       " 23  [员工旅游, 餐补, 带薪年假, 零食下午茶, 年终奖, 团队氛围好, 五险一金, 加班补助...   100021   False  \n",
       " 24                            [五险一金, 年终奖, 带薪年假, 节日福利]   100504   False  \n",
       " 25                                                 []   100501   False  \n",
       " 26                                                 []   100006   False  \n",
       " 27  [零食下午茶, 定期体检, 员工旅游, 餐补, 年终奖, 带薪年假, 补充医疗保险, 五险一...   100019   False  \n",
       " 28              [带薪年假, 定期体检, 出差补助, 节日福利, 补充公积金, 五险一金]   100020   False  \n",
       " 29                      [节日福利, 工龄奖, 全勤奖, 带薪年假, 零食下午茶]   100020   False  \n",
       " \n",
       " [30 rows x 45 columns],\n",
       "                                            securityId  \\\n",
       " 0   dFZa3Ts16vJF3-S1cCzozGsMluOw-dGe1_uTtk1-mjHcc8...   \n",
       " 1   KntfCQT7ifHTd-e1n1f_yD3cm9Lafswlxck3xKkpQE9SYW...   \n",
       " 2   Yyp6bfxShjE3A-n1Bq8vjB_en_E6indJ0c0sbOlhyZm2UY...   \n",
       " 3   wmwgNALfBSYiN-M1vAoqPYbqdVD0Le6Nrnrm1WgXoe9l2R...   \n",
       " 4   4oNKBfEv2MCRE-e1mftdjPV2qoxxlPLSYrY5S9YOEs6CUo...   \n",
       " 5   UGdBZkTIvJ6KX-n1snWqi-YGboNiISs_nB9uqsBjXO4V6g...   \n",
       " 6   CCqNLQCmXIoLe-F1RaJ5bA68MdUOcUqwfth13NHELNgKkp...   \n",
       " 7   Dt4IyvXHXAMxU-81NJhpcq1zNxrt3_AJ3uHxIUHpwUQwpH...   \n",
       " 8   fq68PpGpg1JVd-x1QiVw5QEUk4vXvdmHgDp6jmB7NMa64m...   \n",
       " 9   8OkyZfj1oNmaC--1fMuiNbw7HtK--WMeYQDYaFCmqRvkKQ...   \n",
       " 10  6rc3Q6DlrVJiQ-x1sv-f4EUilxCRtTfj-Qxc8MQjhCYdYj...   \n",
       " 11  fuD4pZJamfEba-O1v0It5X_W0K4A1xYW8FNxTC9fS659C1...   \n",
       " 12  B3Yt4lbtBgYTZ-a1_wi7rvzvkc-5EBECzg6W3AEF4WRFlj...   \n",
       " 13  tv4uNGfsuDmDN-C106wQMhRpTyuUJg9AE2zKFV7GH09JKq...   \n",
       " 14  ioVCNGsYS5dNP-T1A6nbahb5eodUWAOXvWZrXdlS51LT21...   \n",
       " 15  HpDImbKGVrMkH-e1qkWet-vRnLhbgl4cRFiFMrPi_aXgt1...   \n",
       " 16  mcOegOayN2ONx-g1lS4rhoUXYoXMRPoDt6SoNBAb5T8b6a...   \n",
       " 17  Ia0B8p_8n8_wH-01qPLZ0mCwRO-56jOiZ4wk0BPRWhTb7s...   \n",
       " 18  5Qo93wQKHU5AO-A1wnCqG_gaHtE3lJdq0239E6obUWk6VN...   \n",
       " 19  E7pAeINb1bLtc-01yi9KpVabeNvSA_bdU0yEsWAj_43Tmv...   \n",
       " 20  85P9mhK1hXYQm-N1BGRp9bm_-04wyO47KA3nNTSmyxwwkr...   \n",
       " 21  FqM0f5DvLB9y7-x1rOjXIs7eDtc36N3Z-4SFEYWSKd_CNe...   \n",
       " 22  rbj40iZFLyh4V-e1LtBkYM3mQsrpOKztq7LyXMP34DDNKo...   \n",
       " 23  g9TLiRWC46Y7u-A1dWEEVsbpadOk-ahz_OZf3dAJMY1GQX...   \n",
       " 24  OxSPaTHUaD9NO-P1gME5NDFfH1f-jxZjdBVrwhKalrZNTt...   \n",
       " 25  FPTR6VmbKepjg-21Ja_oY9I5kod6WHk1mGLUpRnxZ0oFhb...   \n",
       " 26  KwZiVVyqV3025-q19jrlmGNR0sHhV4vFPL66pmjPt-uuZP...   \n",
       " 27  aNylheFShCB9o-A1b9guG4Pn3cqp96liltMT35jQAOm6EI...   \n",
       " 28  RoNrkuxOmDVu4-T1AtgnHXdtbp-34FUxJiFcZ073SfOJAp...   \n",
       " 29  TksY8NHeuUSHn-X1KhLHqaCcx0SkxzGfEIJCNIMm08_h9F...   \n",
       " \n",
       "                                            bossAvatar  bossCert  \\\n",
       " 0   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 1   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 2   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 3   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 4   https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       " 5   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 6   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 7   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 8   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 9   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 10  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 11  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 12  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 13  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 14  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 15  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 16  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 17  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 18  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 19  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 20  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 21  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 22  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 23  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 24  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 25  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 27  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 29  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " \n",
       "                    encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       " 0   badb0d34260154c71X1y39y_FVc~      周女士      人事经理           0       False   \n",
       " 1   804d9d656494d3291nV92d29EldW      魏先生        经理           0       False   \n",
       " 2   404b4d2d84f852fe1X1_39W8FVc~      江先生        经理           0       False   \n",
       " 3   b48f3542ddf242c60XF-3tS8EVA~      许女士        HR           0       False   \n",
       " 4   04da1f73e55c8d3103V7096-E1Y~      黎先生      技术总监           0       False   \n",
       " 5   7063e5bb087f3abb1nV40t20F1FU      李女士     综合部人事           0       False   \n",
       " 6   e70bfe8837730dc90nRz0t-_EVJT      陈先生       招聘者           0       False   \n",
       " 7   6a8225f4784e43bf0nB_3Ny0GFs~      周女士      商务经理           0       False   \n",
       " 8   fab22d0b9498a1f503B_2Nu_FFI~      徐女士    人力资源经理           0       False   \n",
       " 9   b841433c2ce332bd0nB83dW_FlE~      刘女士        HR           0       False   \n",
       " 10  9ac13046f39f96b31XV-2d-1E1E~      张女士      前端开发           0       False   \n",
       " 11  1c67c0809bfe8c1d0Hx82t2_EFI~      阳先生       招聘者           0       False   \n",
       " 12  eed55aecd02155c30nd53Nu6GFM~      卢女士        招聘           0       False   \n",
       " 13  079f7d523fcdbb9b0Hd92tm4FQ~~      王先生     联合创始人           0       False   \n",
       " 14  9674c04fa4fabc631XRz3ty7FlM~      彭女士      产品经理           0       False   \n",
       " 15  621c9414f4e7c48b0nJ53t20FlBT      卢先生      HRBP           0       False   \n",
       " 16  1f03dc1cedad12891HJ62ti5EFA~      李女士        HR           0       False   \n",
       " 17  cf689d1e6413141a1nZ73tu4E1RR      向先生        经理           0       False   \n",
       " 18  28168e55f6b67cf40Hd729u-FVY~      杜女士      人事主管           0       False   \n",
       " 19  86744126817b427d1HF52d6_FlY~     欧阳先生       招聘者           0       False   \n",
       " 20  9492645b8748d26233V-29u4Elc~      古先生      技术总监           0       False   \n",
       " 21  dbe14cee91dc5e660nBz2d2-E1dV      蔡先生      前端开发           0       False   \n",
       " 22  f47977288da160a10HF83tu-GFY~      张先生       COO           0       False   \n",
       " 23  f010313e833dc2ab1HJy29y7Elc~      梁先生       招聘者           0       False   \n",
       " 24  7150de1f0a886f481nZ73NS4GFs~      潘先生      项目总监           0       False   \n",
       " 25  6cbbda3b8995d0711Hd_29m7FFs~      李女士        人事           0       False   \n",
       " 26      4fa6574667d9436b1HZ-3tS6      何先生       招聘者           0       False   \n",
       " 27  5aac2f7f8d84c29a1H1_3tq9EVI~      赵先生       CIO           0       False   \n",
       " 28  7a425dff84a76a980nJ-0tS5GFdZ      陈先生        HR           0       False   \n",
       " 29  f411eea21e04420e0nJ-3t64ElZV      黄先生      人事经理           0       False   \n",
       " \n",
       "                     encryptJobId  expectId  ...   gps  \\\n",
       " 0   bf517b110e3b2fd70Hx62d-6E1I~         0  ...  None   \n",
       " 1   75ace574fadecaeb33Jy3NW4EFo~         0  ...  None   \n",
       " 2   bb133a4beb7340801Xd_39i-FVc~         0  ...  None   \n",
       " 3   b5157457e69edab71nd43dq8EFdV         0  ...  None   \n",
       " 4   6df36f898c5ff62a1nxz2NS9E1pR         0  ...  None   \n",
       " 5   21d368c7227e45de1XF53N66F1tZ         0  ...  None   \n",
       " 6   6559061af12814b41XFy29u4ElFS         0  ...  None   \n",
       " 7   79a0003422d5bc4d1XV42ti8FFRS         0  ...  None   \n",
       " 8   b4b0db1c8dd0be0c1nN739S-GVVS         0  ...  None   \n",
       " 9   5284fe1296c1e9171XF52dy_E1FZ         0  ...  None   \n",
       " 10  8c51cf710adb57b01XV429q5FVNY         0  ...  None   \n",
       " 11  8d89e614ddddea340n182d6_E1A~         0  ...  None   \n",
       " 12  95889119cde099971XFy3ty1GFZT         0  ...  None   \n",
       " 13  4e9896011d097c1d1XVy29-6EVJR         0  ...  None   \n",
       " 14  ad68f18067b232561nV62d-0EVNY         0  ...  None   \n",
       " 15  ca93dbe23ddd1f7b1XF73tS1FVdU         0  ...  None   \n",
       " 16  a34cecc56d8660641XV_3dS0F1tQ         0  ...  None   \n",
       " 17  b1599f5185716f631XV-2tq1E1NY         0  ...  None   \n",
       " 18  6d9aae9cd7a1bc341Xd53N24GVtW         0  ...  None   \n",
       " 19  89b0f63381bf00841nJy0926FFRT         0  ...  None   \n",
       " 20  de1f8c2a0d20d1b00HRy3t27ElE~         0  ...  None   \n",
       " 21  2881f694045f81a81XJ5096_FlZT         0  ...  None   \n",
       " 22  610bddeb96f2142b1XF739m7FVJQ         0  ...  None   \n",
       " 23  a0b124141da198581nVy3tW6ElBQ         0  ...  None   \n",
       " 24  dcdf7546397799201nFy0969ElJV         0  ...  None   \n",
       " 25  314c587f0f6b74f81nJ-3N65FVpQ         0  ...  None   \n",
       " 26  cde98dad425a992e1XZ509y7GVZR         0  ...  None   \n",
       " 27  f2c3302379d3c2971XV63Nq-FVs~         0  ...  None   \n",
       " 28  0589289542c9bf7a1XJ_39W8E1NS         0  ...  None   \n",
       " 29  b0551600ecce5f641XJ_2d60F1JZ         0  ...  None   \n",
       " \n",
       "                   encryptBrandId   brandName  \\\n",
       " 0   756fe03226fd2ceb0nZ82tS4FQ~~        恒电科技   \n",
       " 1   a39a53170e5ce48f3nd63961Ew~~          一席   \n",
       " 2   3854e81c83d990401XR83t69GQ~~  晨旭信息科技有限公司   \n",
       " 3   8cb7a015f59d603003N_2Ni8EA~~      广东置信勘测   \n",
       " 4   c4b7b77e9d1f301b1Xd63dW4Fg~~        微木科技   \n",
       " 5   14dc99aa55d191341XB93d25ElM~  新讯数字科技有限公司   \n",
       " 6   52c8b6ff5b0f9e341nF53t68E1I~        广东睿云   \n",
       " 7   8daa33042b6a96781n1z0t28E1s~        众城青云   \n",
       " 8   235b49536c7097b01XF92NS9EA~~        广州水云   \n",
       " 9   d93aaa0d93fff6930XR52Nq6FA~~        广州长佶   \n",
       " 10  1311d10fe26c4ee51Hd73ti0FA~~        字节跳动   \n",
       " 11  17153134dc3366a70XZ_39-9Fg~~        字节互动   \n",
       " 12  58732b9f301b7b7d1XR_2967GVo~        荟选科技   \n",
       " 13      2313cb159ae9a68a0H140tu1        万兔斯瑞   \n",
       " 14  d3aa9cbdd7c66a441nN709W4GA~~        创秀科技   \n",
       " 15  aedf2272557eef4e1HR93NW9Fw~~        九四智能   \n",
       " 16  6b871f27a6aed37803xz29m1FQ~~        九富信息   \n",
       " 17  b8e6051a1cc2a6091XR_0ty6E1Q~    广州世佳文化传媒   \n",
       " 18  9833d861a503aecf1XV43dq4EFI~      广州威利信息   \n",
       " 19  4d0a2f7287b0fb3c1nV_3NS5GVY~     爱启心教育咨询   \n",
       " 20  ba1a6fc9620ffad80XN63tW9GA~~        雅乐科技   \n",
       " 21  b65637e7a6b035f91n150964F1o~          串联   \n",
       " 22  7df93ec022176ee103x_2N28Eg~~        西碧科技   \n",
       " 23  d9e55f2bb609bbdb1XN-09--FQ~~        方阵科技   \n",
       " 24      03398d0a237d0dd21nN53t26        拓冠科技   \n",
       " 25      591e3f8a02c4ffe71XZ60tm1        罗斯软件   \n",
       " 26      ceaa61472964fe1203Fz09q0     Likecan   \n",
       " 27  6a15dc75acb328c31n1z3dm8Ew~~        杰晰万康   \n",
       " 28  b549d3527e9dbf991Xd829S8FVM~        人元科技   \n",
       " 29  2844b0c8feb9e3fc1Xd62dy8GVc~        广州领峰   \n",
       " \n",
       "                                             brandLogo  brandStageName  \\\n",
       " 0   https://img.bosszhipin.com/beijin/mcs/chatphot...             已上市   \n",
       " 1   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 2   https://img.bosszhipin.com/beijin/icon/894ce6f...             未融资   \n",
       " 3   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 4   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 5   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       " 6   https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 7   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       " 8   https://img.bosszhipin.com/beijin/upload/com/w...              A轮   \n",
       " 9   https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 10  https://img.bosszhipin.com/beijin/mcs/chatphot...           D轮及以上   \n",
       " 11  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       " 12  https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       " 13  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 14  https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 15  https://img.bosszhipin.com/beijin/mcs/chatphot...              A轮   \n",
       " 16  https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       " 17  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 18  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 19  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 20  https://img.bosszhipin.com/beijin/icon/894ce6f...             未融资   \n",
       " 21  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 22  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 23  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 24  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 25  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       " 27  https://img.bosszhipin.com/beijin/icon/894ce6f...             天使轮   \n",
       " 28  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " \n",
       "    brandIndustry brandScaleName  \\\n",
       " 0          计算机硬件       100-499人   \n",
       " 1            互联网          0-20人   \n",
       " 2          计算机软件          0-20人   \n",
       " 3           工程施工       100-499人   \n",
       " 4          计算机软件          0-20人   \n",
       " 5        通信/网络设备     1000-9999人   \n",
       " 6            互联网         20-99人   \n",
       " 7          计算机软件         20-99人   \n",
       " 8            互联网         20-99人   \n",
       " 9           电子商务         20-99人   \n",
       " 10         移动互联网       10000人以上   \n",
       " 11          数据服务          0-20人   \n",
       " 12          电子商务         20-99人   \n",
       " 13         移动互联网       100-499人   \n",
       " 14           互联网         20-99人   \n",
       " 15           互联网       100-499人   \n",
       " 16         计算机服务         20-99人   \n",
       " 17          社交网络          0-20人   \n",
       " 18          电子商务         20-99人   \n",
       " 19          培训机构          0-20人   \n",
       " 20         计算机软件          0-20人   \n",
       " 21         计算机软件          0-20人   \n",
       " 22          电子商务         20-99人   \n",
       " 23         移动互联网          0-20人   \n",
       " 24         移动互联网         20-99人   \n",
       " 25           O2O       100-499人   \n",
       " 26           互联网          0-20人   \n",
       " 27      医疗/护理/卫生          0-20人   \n",
       " 28         移动互联网         20-99人   \n",
       " 29         计算机软件         20-99人   \n",
       " \n",
       "                                           welfareList industry contact  \n",
       " 0   [补充医疗保险, 全勤奖, 五险一金, 年终奖, 员工旅游, 节日福利, 加班补助, 带薪年...   100022   False  \n",
       " 1                                                  []   100020   False  \n",
       " 2                                                  []   100021   False  \n",
       " 3                      [带薪年假, 餐补, 补充医疗保险, 节日福利, 五险一金]   100702   False  \n",
       " 4                                         [年终奖, 员工旅游]   100021   False  \n",
       " 5   [年终奖, 生日福利, 绩效奖金, 股票期权, 五险一金, 意外险, 节日福利, 交通补助,...   100024   False  \n",
       " 6   [年终奖, 五险一金, 通讯补贴, 加班补助, 定期体检, 节日福利, 带薪年假, 全勤奖,...   100020   False  \n",
       " 7                                                  []   100021   False  \n",
       " 8    [周末双休, 五险一金, 加班补助, 零食下午茶, 带薪年假, 节日福利, 全勤奖, 员工旅游]   100020   False  \n",
       " 9   [五险一金, 餐补, 年终奖, 补充医疗保险, 股票期权, 通讯补贴, 定期体检, 交通补助...   100001   False  \n",
       " 10  [加班补助, 五险一金, 补充医疗保险, 夜班补助, 法定节假日三薪, 绩效奖金, 团建聚餐...   100019   False  \n",
       " 11                                                 []   100005   False  \n",
       " 12        [节日福利, 带薪年假, 团建聚餐, 员工旅游, 零食下午茶, 股票期权, 五险一金]   100001   False  \n",
       " 13                                                 []   100019   False  \n",
       " 14  [节日福利, 年终奖, 加班补助, 餐补, 定期体检, 带薪年假, 零食下午茶, 全勤奖, ...   100020   False  \n",
       " 15                  [节日福利, 餐补, 全勤奖, 带薪年假, 五险一金, 股票期权]   100020   False  \n",
       " 16         [零食下午茶, 五险一金, 年终奖, 节日福利, 带薪年假, 交通补助, 定期体检]   100023   False  \n",
       " 17  [零食下午茶, 通讯补贴, 全勤奖, 年终奖, 员工旅游, 带薪年假, 五险一金, 补充医疗...   100013   False  \n",
       " 18  [生日福利, 有无线网, 法定节假日三薪, 股票期权, 餐补, 绩效奖金, 零食下午茶, 员...   100001   False  \n",
       " 19               [全勤奖, 员工旅游, 五险一金, 通讯补贴, 节日福利, 零食下午茶]   100303   False  \n",
       " 20                                                 []   100021   False  \n",
       " 21                                                 []   100021   False  \n",
       " 22                  [生日福利, 餐补, 绩效奖金, 带薪年假, 全勤奖, 五险一金]   100001   False  \n",
       " 23                                                 []   100019   False  \n",
       " 24                      [员工旅游, 交通补助, 定期体检, 零食下午茶, 餐补]   100019   False  \n",
       " 25  [零食下午茶, 带薪年假, 员工旅游, 保底工资, 五险一金, 生日福利, 底薪加提成, 节...   100008   False  \n",
       " 26                                 [带薪年假, 五险一金, 节日福利]   100020   False  \n",
       " 27                                                 []   100402   False  \n",
       " 28                                [五险一金, 免费午餐, 零食下午茶]   100019   False  \n",
       " 29                                                 []   100021   False  \n",
       " \n",
       " [30 rows x 45 columns],\n",
       "                                            securityId  \\\n",
       " 0   -pdTYcN8eAndl-j1hF-LeaIZ95CGtmiWvTCo-Wg30uDJZX...   \n",
       " 1   vbjXGdj0NyIV4-z1qCsC0c3Heuj4SlSyEyVTvsBYKcDdXH...   \n",
       " 2   QBe4LdwQ_kYSP-71Dx4xGZ-UtjsqBrNzocHggWiHQTV9Vk...   \n",
       " 3   tbXjPiZksiPus-x1F3S6lvSkeRLJjcFUCe4HBHWpzeUAWV...   \n",
       " 4   LkBvvjEVg54u_-L1_DD21YPJ1BSm3v5tOwF1lqKZHcmoI4...   \n",
       " 5   t4r0gU7FQ3pbn-n1_EQTwZHHhAgjguvRUSectZdb6YCmCL...   \n",
       " 6   I8IMZLWPGgKca-L1pJa76ATew23CXG8VR2z1qv0vZwBVc6...   \n",
       " 7   8SylNc7jLnnGk-C1Key6f7oxTGN04vxa5KOx1PkLCA7yEk...   \n",
       " 8   7s_mjSz50mdLt-T1RIUw9g3OiDCGz2sNs3cNSNGW-Du5o6...   \n",
       " 9   yXPvdg1bZaus8-g1Z1aUGJjAYM3rQFnIKPJvLEK01a_Dir...   \n",
       " 10  hxyXAhMb0QxUJ-e1ZYcaOMgznJxlTNFD1yIuTWYsU2OYIQ...   \n",
       " 11  VFIEKXa3OI2ff-S1FORMdTEngEKxk32IAZqGoy3Tlg1dFg...   \n",
       " 12  Kbn47kNXNs87U-q1RmvkgvElGIxiqvDEvNNlIQkU7-9_Jv...   \n",
       " 13  PfdiJ9XPzq9Vf-W13w6N01GV5UMZ_MEbsSDiXEHm7cXX__...   \n",
       " 14  H2j48v88lGM5T-81Jnfqy2fwY0YR-FWu1wg9Y2toxY4Iue...   \n",
       " 15  -RKJfTcW6uCyA-61aE05I44W25YQjaQJmg_1cPIn4Ce_5n...   \n",
       " 16  F6hyxFJLh2ROT-11FESyqhhxSWGMimECs-W0E57vZnvFE8...   \n",
       " 17  6i4hKeLORPdyi-21M_Hc3sYwIXSIoqr-Id3nKx5E9d13q-...   \n",
       " 18  _6acHmTyOJxf--W1oAitE_wAlWX_MeKgP1g196aRtsQocj...   \n",
       " 19  RzTb9Cm2LMQPB-r1rLX_knfgKNwxTNPGjNvxzgZMymhTkZ...   \n",
       " 20  knLUIcP7AGnQt-h1VB8US1CrAJW6g_JVi8vNu5WbF7FAZU...   \n",
       " 21  pB89aeqOANpHm-71UnrGE_gpv5lUB00GzXEXn03qOWlWOf...   \n",
       " 22  yBAhkRLfhoHwz-w1w8kPDsBBz7bETJA_d3b_lkn-TOPaZ2...   \n",
       " 23  hjHfP8Kzii3eI-f1jKZfm-xxvhSXLXjV0b-nDXIsoJd2XR...   \n",
       " 24  nqQm3coBvFQkm-P1JkGtl9tEPlFdWizyCJIGzzK_q7_uIw...   \n",
       " 25  _JY6DF1udQtNG-d1vSp-_X8u9KJ8-kFraGbC-bUJFDdBXA...   \n",
       " 26  mQ_QDVJVCuvPz-E1iLPRVh2C54ydkc1CFQiKSL486nvzX1...   \n",
       " 27  wkISu4Ox_DIxK-C1UzIYkLg9z4j2bR75y1QGmr8oBR44zZ...   \n",
       " 28  wY3z_0n0ywkQ0-A1vUzYJK4AbOpDOFGCwX9xcVDi4V2c3u...   \n",
       " 29  MJWS97HlAO7pD-A15RjpNy98yzQ6XjVm3_vPsLb3adGbkD...   \n",
       " \n",
       "                                            bossAvatar  bossCert  \\\n",
       " 0   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 3   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 4   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 5   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 6   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 7   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 8   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 9   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 10  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 11  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 12  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 13  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 14  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 15  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 16  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 17  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 18  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 19  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 20  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 21  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 22  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       " 23  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       " 24  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       " 25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " 27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       " 29  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       " \n",
       "                    encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       " 0   7f65a26b2949233103Ry3Nu8EFI~      丁先生        HR           0       False   \n",
       " 1   614b332014870e9c1XJ83Nu9GFI~      余先生        前端           0       False   \n",
       " 2   4594db068878a8840nR_39y8EldR      于先生       招聘者           0       False   \n",
       " 3   6be9ca7814ba81261HRz3tW6GVo~      李女士      人事专员           0       False   \n",
       " 4   de3072a932d00aa70nR9392-FlRT      谢先生   前端开发工程师           0       False   \n",
       " 5   cf7498b3a1b2e3f90HRz39i4F1M~      陈先生      技术总监           0       False   \n",
       " 6   0ace0a21367904840nNy3tS0EVJW      刘女士      人力资源           0       False   \n",
       " 7   639e9b39b20544fc1nd62tq0EFE~      郭女士       HRM           0       False   \n",
       " 8   56df041dda6c2db50XB93dm9E1o~      苏女士        行政           0       False   \n",
       " 9   234936c3efdf86c71nZ-2tm6E1FU      韦先生        董事           0       False   \n",
       " 10  0bddb2557f0239641HFz39m-GVY~      邵先生       总经理           0       False   \n",
       " 11  3a89c7574976df331HJ83dS9GFA~      叶女士        HR           0       False   \n",
       " 12  49211d50192ec7f11XJ60ty9FFU~      徐女士      产品经理           0       False   \n",
       " 13  e30f4aed1cc791560nF52Ny-EFQ~      李先生      前端开发           0       False   \n",
       " 14  968925e3283ff2281HN92N66FFE~      詹先生       招聘者           0       False   \n",
       " 15  dc59f3dcd86b0efb1Hdy09u6Fls~      冀女士      招聘顾问           0       False   \n",
       " 16  31a1b166d02dd4df1HR72Nu9F1A~      郑先生   前端开发工程师           0       False   \n",
       " 17  d184fb6797ce56d01XJ73Nm9GFA~      颉先生      招聘hr           0       False   \n",
       " 18  479f28ed54bceca30nB_2di-FlRR      金女士        人事           0       False   \n",
       " 19  53cbbbf57b3475ca03Z93di7ElA~      黄女士      招聘管理           0       False   \n",
       " 20  d76e23531d140e5203N82dy5FFM~      张女士     总经理助理           0       False   \n",
       " 21  4b499950b0373af50ndy39W-FFs~      唐先生   前端开发工程师           0       False   \n",
       " 22  fccf7c9a08a1c9a31HJ83d67EFQ~      麻女士      人事部门           0       False   \n",
       " 23  58713bfeb4ee3a5f0nZz2dy0F1pT      康先生        HR           0       False   \n",
       " 24  b80bbcc4689abefc0nZy3di7EldW      黄先生       招聘者           0       False   \n",
       " 25  fa066e25c44db93903x639q4FlA~      詹先生        主管           0       False   \n",
       " 26  5d174e2cf411e61c1HN42du5ElI~      林先生       CEO           0       False   \n",
       " 27  5514bc2bc20d71430nJ53dS1E1o~      程先生        经理           0       False   \n",
       " 28  348f2e77ee3604d50nZz3tm1EVtV      戴女士      招聘专员           0       False   \n",
       " 29  612dd3b942b1f6a4031-29q5GFc~      李女士        人事           0       False   \n",
       " \n",
       "                     encryptJobId  expectId  ...   gps  \\\n",
       " 0   a833742a13554b031Xd-2Nq_GFZV         0  ...  None   \n",
       " 1   4d192ab4444b8e831XZ539y4FFtX         0  ...  None   \n",
       " 2   037292c1ab4a960b1XZ739y5GVFS         0  ...  None   \n",
       " 3   209bb2ce6738998f1XJ53Ni7F1BW         0  ...  None   \n",
       " 4   2e2e70bfbafa92ec1nV62dq-FVRR         0  ...  None   \n",
       " 5   aa4d3cb7ba537b450Xxy2tq4F1Y~         0  ...  None   \n",
       " 6   6432ddcd3b8d21371XJ_3tm8GVFZ         0  ...  None   \n",
       " 7   2ce3d404e57596f51nJ539W6E1RZ         0  ...  None   \n",
       " 8   a465f2a1e57fea781XV92d-_GVtS         0  ...  None   \n",
       " 9   8093810ba5695a3e1XZ729-7ElVZ         0  ...  None   \n",
       " 10  032e66f3495383d51XZ839q_EFRZ         0  ...  None   \n",
       " 11  dca5586cf497f2351XJ40966EVRX         0  ...  None   \n",
       " 12  dc9aa2447bf026b21Xd42ti4FFBT         0  ...  None   \n",
       " 13  f157b501573104b01XVy2Ny_EFJU         0  ...  None   \n",
       " 14  b22978a2de16c4cf1XZ-2t29GVtV         0  ...  None   \n",
       " 15  0ef31443a2372bfe1XN-2d27FlNS         0  ...  None   \n",
       " 16  5de274fdd55141ad1H1_2ti0GFA~         0  ...  None   \n",
       " 17  9e103fb15ee1a1af1nZ-09y0FVFW         0  ...  None   \n",
       " 18  f6bdccfcf203ac381XJ529m6GVtV         0  ...  None   \n",
       " 19  03a39334a936dbe20Hd_0t6_FVA~         0  ...  None   \n",
       " 20  6537e52a43191c6a1HV82NW1GFM~         0  ...  None   \n",
       " 21  c011c60f6fcbaf4c1XZ73Nm4FVZV         0  ...  None   \n",
       " 22  f1b408a1471b122b0XN62tu4FlI~         0  ...  None   \n",
       " 23  6dff152ab18a1dff1XVz39u5ElBY         0  ...  None   \n",
       " 24  bd1ade22f1e999d61XV-29-4FlFY         0  ...  None   \n",
       " 25  1377017583538ac803Z42tm1GFY~         0  ...  None   \n",
       " 26  b2fb4a6aa16fcb6c1XZ42NW_E1dS         0  ...  None   \n",
       " 27  7dd41868796504f31XFz3920F1BQ         0  ...  None   \n",
       " 28  4eea6899067e11321XZ93Nm0GVNV         0  ...  None   \n",
       " 29  d3b0abbc796cf1e21XF-09S8GFpZ         0  ...  None   \n",
       " \n",
       "                   encryptBrandId    brandName  \\\n",
       " 0       a765c8953e5428971Xx-39u0     中国电信亿迅科技   \n",
       " 1   d6ba3af33c98448b1nJ829m8Fw~~         智瑞科技   \n",
       " 2   70626a4b9e04611e1HN_0t-6EA~~         青芒科技   \n",
       " 3   3e5d21e5522facbd1nR52tS6GQ~~        天行客科技   \n",
       " 4       d1539fda413000a10XB-0tW6         BIGO   \n",
       " 5       f6585ec98606c4340HN629S-          安屯尼   \n",
       " 6       f1d8d40580f71c8e1XZ72ty4        士加堡文化   \n",
       " 7       fda877315729e7af1HJz29y4   广州冰点软件有限公司   \n",
       " 8       15624ce371b0abcc0H172d-_         半度文化   \n",
       " 9   5bec7591e393a21f1nV_3dW7GVs~         守望科技   \n",
       " 10  78d37a7405de1adc1nJ63dq8Fg~~         知信科技   \n",
       " 11  bb7eed5098a5eb9b1XVy2dm-GVc~         铧创文化   \n",
       " 12  fc8864418820d0881XV_3dy5FlU~     广州淬青智能科技   \n",
       " 13  4e0608a0705b2c3c1nR729y5GQ~~       LAZADA   \n",
       " 14  11da7df113903b831XV72tm4GFY~   广州展弈科技有限公司   \n",
       " 15      2d208a8834e4a58203d43Q~~         中软国际   \n",
       " 16  cac78b09c82e4f6d0nJ539W0FA~~         滴普科技   \n",
       " 17      02cd05cce753437e33V50w~~           华为   \n",
       " 18  65d6943c3d42b41b1nB-2NW6ElI~         有码科技   \n",
       " 19  0180462a5e3d527f0nZy0tW5Fg~~         臻善科技   \n",
       " 20  b8f21332d9a521ae1Xx92ty-GA~~         北斗科学   \n",
       " 21      a67b361452e384e71XV82N4~         今日头条   \n",
       " 22  65e3a1b7442784381nJy39--GQ~~         致远科教   \n",
       " 23  bf9bacd17aaed09b1nd92NS5F1M~         艺创天空   \n",
       " 24  a379520a931cad791nN_2Nm9FlQ~         维度科技   \n",
       " 25  5fb86b752daa3c4a1XN83Nm0GA~~  广东惠车网网络科...   \n",
       " 26  4cdef171e25a18631nN-3Ny7EA~~         广州宏信   \n",
       " 27  9a80334346a8f4661XR73Ny1F1Q~   卓越际联科技有限公司   \n",
       " 28      d6e9c0294b2b0f371nd63di6         联合永道   \n",
       " 29  29ba140205bb63311Xd92967F1Q~         早勤企业   \n",
       " \n",
       "                                             brandLogo  brandStageName  \\\n",
       " 0   https://img.bosszhipin.com/beijin/mcs/banner/a...           不需要融资   \n",
       " 1   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 2   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 3   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 4   https://img.bosszhipin.com/beijin/mcs/banner/2...             已上市   \n",
       " 5   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       " 6   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 7   https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       " 8   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 9   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 10  https://img.bosszhipin.com/beijin/icon/894ce6f...             未融资   \n",
       " 11  https://img.bosszhipin.com/beijin/upload/com/w...             天使轮   \n",
       " 12  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 13  https://img.bosszhipin.com/beijin/logo/6d650e2...           不需要融资   \n",
       " 14  https://img.bosszhipin.com/beijin/icon/894ce6f...             未融资   \n",
       " 15  https://img.bosszhipin.com/beijin/mcs/banner/5...             已上市   \n",
       " 16  https://img.bosszhipin.com/beijin/upload/com/w...              B轮   \n",
       " 17  https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       " 18  https://img.bosszhipin.com/beijin/icon/894ce6f...             未融资   \n",
       " 19  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 20  https://img.bosszhipin.com/beijin/upload/com/l...              A轮   \n",
       " 21  https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       " 22  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       " 23  https://img.bosszhipin.com/beijin/upload/com/l...                   \n",
       " 24  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " 25  https://img.bosszhipin.com/beijin/upload/chatp...             未融资   \n",
       " 26  https://img.bosszhipin.com/beijin/mcs/chatphot...              A轮   \n",
       " 27  https://img.bosszhipin.com/beijin/mcs/banner/2...                   \n",
       " 28  https://img.bosszhipin.com/beijin/mcs/chatphot...             已上市   \n",
       " 29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       " \n",
       "    brandIndustry brandScaleName  \\\n",
       " 0          移动互联网     1000-9999人   \n",
       " 1          移动互联网         20-99人   \n",
       " 2          计算机软件          0-20人   \n",
       " 3          计算机软件         20-99人   \n",
       " 4          移动互联网     1000-9999人   \n",
       " 5        通信/网络设备       100-499人   \n",
       " 6       音乐/视频/阅读          0-20人   \n",
       " 7            互联网         20-99人   \n",
       " 8           广告营销          0-20人   \n",
       " 9          计算机服务         20-99人   \n",
       " 10         计算机软件          0-20人   \n",
       " 11      文化/体育/娱乐          0-20人   \n",
       " 12           互联网          0-20人   \n",
       " 13          电子商务       10000人以上   \n",
       " 14         计算机软件          0-20人   \n",
       " 15         计算机软件       10000人以上   \n",
       " 16         计算机软件       500-999人   \n",
       " 17         计算机软件       10000人以上   \n",
       " 18           互联网          0-20人   \n",
       " 19         计算机服务       100-499人   \n",
       " 20          医疗健康         20-99人   \n",
       " 21         移动互联网       10000人以上   \n",
       " 22         计算机软件         20-99人   \n",
       " 23          电子商务          0-20人   \n",
       " 24         计算机软件          0-20人   \n",
       " 25          电子商务         20-99人   \n",
       " 26         计算机软件       100-499人   \n",
       " 27        人力资源服务     1000-9999人   \n",
       " 28         计算机软件     1000-9999人   \n",
       " 29            咨询          0-20人   \n",
       " \n",
       "                                           welfareList industry contact  \n",
       " 0   [五险一金, 补充医疗保险, 定期体检, 年终奖, 节日福利, 餐补, 带薪年假, 通讯补贴...   100019   False  \n",
       " 1                                              [带薪年假]   100019   False  \n",
       " 2                                                  []   100021   False  \n",
       " 3            [餐补, 五险一金, 节日福利, 员工旅游, 全勤奖, 零食下午茶, 带薪年假]   100021   False  \n",
       " 4    [股票期权, 全勤奖, 定期体检, 年终奖, 补充医疗保险, 住房补贴, 带薪年假, 五险一金]   100019   False  \n",
       " 5                                              [股票期权]   100024   False  \n",
       " 6   [节日福利, 带薪年假, 五险一金, 股票期权, 外出参观学习, 零食下午茶, 季度聚餐, ...   100011   False  \n",
       " 7                      [员工旅游, 交通补助, 零食下午茶, 年终奖, 节日福利]   100020   False  \n",
       " 8                [转正五险, 节日福利, 带薪调休, 零食下午茶, 团建旅游, 年终奖]   100004   False  \n",
       " 9                                                  []   100023   False  \n",
       " 10                                                 []   100021   False  \n",
       " 11        [零食下午茶, 节日福利, 免费班车, 带薪年假, 五险一金, 员工旅游, 生日福利]   100104   False  \n",
       " 12                                                 []   100020   False  \n",
       " 13  [补充医疗保险, 员工旅游, 年终奖, 餐补, 免费班车, 股票期权, 交通补助, 带薪年假...   100001   False  \n",
       " 14                                      [零食下午茶, 五险一金]   100021   False  \n",
       " 15  [五险一金, 带薪年假, 免费班车, 定期体检, 加班补助, 餐补, 员工旅游, 年终奖, ...   100021   False  \n",
       " 16  [五险一金, 带薪年假, 零食下午茶, 节日福利, 员工旅游, 交通补助, 股票期权, 年终...   100021   False  \n",
       " 17  [定期体检, 补充医疗保险, 餐补, 零食下午茶, 五险一金, 年终奖, 节日福利, 股票期...   100021   False  \n",
       " 18        [生日福利, 年终奖, 员工旅游, 补充医疗保险, 全勤奖, 带薪年假, 零食下午茶]   100020   False  \n",
       " 19                        [年终奖, 带薪年假, 五险一金, 员工旅游, 餐补]   100023   False  \n",
       " 20                           [交通补助, 五险一金, 股票期权, 节日福利]   100006   False  \n",
       " 21  [五险一金, 节日福利, 零食下午茶, 节假日加班费, 定期体检, 年终奖, 绩效奖金, 带...   100019   False  \n",
       " 22                     [带薪年假, 节日福利, 股票期权, 五险一金, 员工旅游]   100021   False  \n",
       " 23                              [全勤奖, 加班补助, 餐补, 五险一金]   100001   False  \n",
       " 24                                                 []   100021   False  \n",
       " 25     [员工旅游, 节日福利, 餐补, 加班补助, 带薪年假, 五险一金, 定期体检, 交通补助]   100001   False  \n",
       " 26  [补充医疗保险, 餐补, 交通补助, 带薪年假, 五险一金, 零食下午茶, 通讯补贴, 节日...   100021   False  \n",
       " 27                                                 []   100014   False  \n",
       " 28                                 [五险一金, 带薪年假, 节日福利]   100021   False  \n",
       " 29                                                 []   100601   False  \n",
       " \n",
       " [30 rows x 45 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in page:\n",
    "    r = session.get(i, headers=headers)\n",
    "    data = r.json()\n",
    "    df = pd.json_normalize(data[\"zpData\"][\"jobList\"])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a66d4f97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>securityId</th>\n",
       "      <th>bossAvatar</th>\n",
       "      <th>bossCert</th>\n",
       "      <th>encryptBossId</th>\n",
       "      <th>bossName</th>\n",
       "      <th>bossTitle</th>\n",
       "      <th>goldHunter</th>\n",
       "      <th>bossOnline</th>\n",
       "      <th>encryptJobId</th>\n",
       "      <th>expectId</th>\n",
       "      <th>...</th>\n",
       "      <th>gps</th>\n",
       "      <th>encryptBrandId</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandLogo</th>\n",
       "      <th>brandStageName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>industry</th>\n",
       "      <th>contact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dipTJNnMqkQPb-51KFdsZT1EXo1NHrkG61nBgbuN4KdMju...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>837104280caece1d0nZ82du0FFVT</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5dcba1342ce7d3491nJy29W_GFRU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>362ace3249128c161nx60961FVU~</td>\n",
       "      <td>千翼千美</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>计算机服务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100023</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4nsRsEyUWv07j-D1gI5uOKJ42sOxxg_FgVdbpYnz4mLNOo...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>c18119d8410f25521Xx42Nq4EVs~</td>\n",
       "      <td>易女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>1d8169862dd88f321XJz3tq6GFdU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>95b4b47ef9141c671nd52ty_</td>\n",
       "      <td>法本</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/3...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DuujhqStB3ZX1-r1ZaDU2crxqr15zmddwmOiurwCi8tdiG...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>798b6990f9f0e55803F43tu1E1s~</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e7a2607c9b453a7d3n172960GVQ~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1ae20f23ea0b231a1nV43ti-FVA~</td>\n",
       "      <td>广州盘古优云信息...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LGhJo9rj2WeOQ-T1Td0EvE60kiuo_AaGP5lkuMzY7u2zzu...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>ee5b26472cd05c131Xx-39m_GFQ~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>项目管理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>74114cfb38325ea01XJ_0tm9GVpY</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1a4a8cd5f823d17f1XR82tS7</td>\n",
       "      <td>天奕信息</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>数据服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...</td>\n",
       "      <td>100005</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SOTHNysGDSVue-v1A0Zlr2-43Yr0igyR0pd0tDqzGLiuLY...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>9a5b44475312fbcb0nZ93Nq9E1ZR</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e9ba25650cede9e11nx509y8FFdS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>33ec5c3c473b2e271nB43N20Flo~</td>\n",
       "      <td>美闯网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>O2O</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100008</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>_JY6DF1udQtNG-d1vSp-_X8u9KJ8-kFraGbC-bUJFDdBXA...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>fa066e25c44db93903x639q4FlA~</td>\n",
       "      <td>詹先生</td>\n",
       "      <td>主管</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1377017583538ac803Z42tm1GFY~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5fb86b752daa3c4a1XN83Nm0GA~~</td>\n",
       "      <td>广东惠车网网络科...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/chatp...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[员工旅游, 节日福利, 餐补, 加班补助, 带薪年假, 五险一金, 定期体检, 交通补助]</td>\n",
       "      <td>100001</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>mQ_QDVJVCuvPz-E1iLPRVh2C54ydkc1CFQiKSL486nvzX1...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>5d174e2cf411e61c1HN42du5ElI~</td>\n",
       "      <td>林先生</td>\n",
       "      <td>CEO</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>b2fb4a6aa16fcb6c1XZ42NW_E1dS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>4cdef171e25a18631nN-3Ny7EA~~</td>\n",
       "      <td>广州宏信</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[补充医疗保险, 餐补, 交通补助, 带薪年假, 五险一金, 零食下午茶, 通讯补贴, 节日...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>wkISu4Ox_DIxK-C1UzIYkLg9z4j2bR75y1QGmr8oBR44zZ...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>5514bc2bc20d71430nJ53dS1E1o~</td>\n",
       "      <td>程先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>7dd41868796504f31XFz3920F1BQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>9a80334346a8f4661XR73Ny1F1Q~</td>\n",
       "      <td>卓越际联科技有限公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/2...</td>\n",
       "      <td></td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100014</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>wY3z_0n0ywkQ0-A1vUzYJK4AbOpDOFGCwX9xcVDi4V2c3u...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>348f2e77ee3604d50nZz3tm1EVtV</td>\n",
       "      <td>戴女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4eea6899067e11321XZ93Nm0GVNV</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>d6e9c0294b2b0f371nd63di6</td>\n",
       "      <td>联合永道</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>MJWS97HlAO7pD-A15RjpNy98yzQ6XjVm3_vPsLb3adGbkD...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>612dd3b942b1f6a4031-29q5GFc~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>d3b0abbc796cf1e21XF-09S8GFpZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>29ba140205bb63311Xd92967F1Q~</td>\n",
       "      <td>早勤企业</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>咨询</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100601</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   dipTJNnMqkQPb-51KFdsZT1EXo1NHrkG61nBgbuN4KdMju...   \n",
       "1   4nsRsEyUWv07j-D1gI5uOKJ42sOxxg_FgVdbpYnz4mLNOo...   \n",
       "2   DuujhqStB3ZX1-r1ZaDU2crxqr15zmddwmOiurwCi8tdiG...   \n",
       "3   LGhJo9rj2WeOQ-T1Td0EvE60kiuo_AaGP5lkuMzY7u2zzu...   \n",
       "4   SOTHNysGDSVue-v1A0Zlr2-43Yr0igyR0pd0tDqzGLiuLY...   \n",
       "..                                                ...   \n",
       "25  _JY6DF1udQtNG-d1vSp-_X8u9KJ8-kFraGbC-bUJFDdBXA...   \n",
       "26  mQ_QDVJVCuvPz-E1iLPRVh2C54ydkc1CFQiKSL486nvzX1...   \n",
       "27  wkISu4Ox_DIxK-C1UzIYkLg9z4j2bR75y1QGmr8oBR44zZ...   \n",
       "28  wY3z_0n0ywkQ0-A1vUzYJK4AbOpDOFGCwX9xcVDi4V2c3u...   \n",
       "29  MJWS97HlAO7pD-A15RjpNy98yzQ6XjVm3_vPsLb3adGbkD...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "..                                                ...       ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "29  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   837104280caece1d0nZ82du0FFVT      黄先生      人事经理           0       False   \n",
       "1   c18119d8410f25521Xx42Nq4EVs~      易女士      招聘经理           0        True   \n",
       "2   798b6990f9f0e55803F43tu1E1s~      陈先生       总经理           0       False   \n",
       "3   ee5b26472cd05c131Xx-39m_GFQ~      李女士      项目管理           0       False   \n",
       "4   9a5b44475312fbcb0nZ93Nq9E1ZR      谢女士      人事经理           0       False   \n",
       "..                           ...      ...       ...         ...         ...   \n",
       "25  fa066e25c44db93903x639q4FlA~      詹先生        主管           0       False   \n",
       "26  5d174e2cf411e61c1HN42du5ElI~      林先生       CEO           0       False   \n",
       "27  5514bc2bc20d71430nJ53dS1E1o~      程先生        经理           0       False   \n",
       "28  348f2e77ee3604d50nZz3tm1EVtV      戴女士      招聘专员           0       False   \n",
       "29  612dd3b942b1f6a4031-29q5GFc~      李女士        人事           0       False   \n",
       "\n",
       "                    encryptJobId  expectId  ...   gps  \\\n",
       "0   5dcba1342ce7d3491nJy29W_GFRU         0  ...  None   \n",
       "1   1d8169862dd88f321XJz3tq6GFdU         0  ...  None   \n",
       "2   e7a2607c9b453a7d3n172960GVQ~         0  ...  None   \n",
       "3   74114cfb38325ea01XJ_0tm9GVpY         0  ...  None   \n",
       "4   e9ba25650cede9e11nx509y8FFdS         0  ...  None   \n",
       "..                           ...       ...  ...   ...   \n",
       "25  1377017583538ac803Z42tm1GFY~         0  ...  None   \n",
       "26  b2fb4a6aa16fcb6c1XZ42NW_E1dS         0  ...  None   \n",
       "27  7dd41868796504f31XFz3920F1BQ         0  ...  None   \n",
       "28  4eea6899067e11321XZ93Nm0GVNV         0  ...  None   \n",
       "29  d3b0abbc796cf1e21XF-09S8GFpZ         0  ...  None   \n",
       "\n",
       "                  encryptBrandId    brandName  \\\n",
       "0   362ace3249128c161nx60961FVU~         千翼千美   \n",
       "1       95b4b47ef9141c671nd52ty_           法本   \n",
       "2   1ae20f23ea0b231a1nV43ti-FVA~  广州盘古优云信息...   \n",
       "3       1a4a8cd5f823d17f1XR82tS7         天奕信息   \n",
       "4   33ec5c3c473b2e271nB43N20Flo~       美闯网络科技   \n",
       "..                           ...          ...   \n",
       "25  5fb86b752daa3c4a1XN83Nm0GA~~  广东惠车网网络科...   \n",
       "26  4cdef171e25a18631nN-3Ny7EA~~         广州宏信   \n",
       "27  9a80334346a8f4661XR73Ny1F1Q~   卓越际联科技有限公司   \n",
       "28      d6e9c0294b2b0f371nd63di6         联合永道   \n",
       "29  29ba140205bb63311Xd92967F1Q~         早勤企业   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/com/w...              A轮   \n",
       "1   https://img.bosszhipin.com/beijin/mcs/banner/3...             已上市   \n",
       "2   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "3   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "4   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "..                                                ...             ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/chatp...             未融资   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/chatphot...              A轮   \n",
       "27  https://img.bosszhipin.com/beijin/mcs/banner/2...                   \n",
       "28  https://img.bosszhipin.com/beijin/mcs/chatphot...             已上市   \n",
       "29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0          计算机服务         20-99人   \n",
       "1          计算机软件       10000人以上   \n",
       "2          计算机软件          0-20人   \n",
       "3           数据服务       100-499人   \n",
       "4            O2O       100-499人   \n",
       "..           ...            ...   \n",
       "25          电子商务         20-99人   \n",
       "26         计算机软件       100-499人   \n",
       "27        人力资源服务     1000-9999人   \n",
       "28         计算机软件     1000-9999人   \n",
       "29            咨询          0-20人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0                                                  []   100023   False  \n",
       "1   [年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...   100021   False  \n",
       "2                                                  []   100021   False  \n",
       "3   [五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...   100005   False  \n",
       "4                                                  []   100008   False  \n",
       "..                                                ...      ...     ...  \n",
       "25     [员工旅游, 节日福利, 餐补, 加班补助, 带薪年假, 五险一金, 定期体检, 交通补助]   100001   False  \n",
       "26  [补充医疗保险, 餐补, 交通补助, 带薪年假, 五险一金, 零食下午茶, 通讯补贴, 节日...   100021   False  \n",
       "27                                                 []   100014   False  \n",
       "28                                 [五险一金, 带薪年假, 节日福利]   100021   False  \n",
       "29                                                 []   100601   False  \n",
       "\n",
       "[90 rows x 45 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_前端开发 = pd.concat(response_df)\n",
    "df_前端开发"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "18db29ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>securityId</th>\n",
       "      <th>bossAvatar</th>\n",
       "      <th>bossCert</th>\n",
       "      <th>encryptBossId</th>\n",
       "      <th>bossName</th>\n",
       "      <th>bossTitle</th>\n",
       "      <th>goldHunter</th>\n",
       "      <th>bossOnline</th>\n",
       "      <th>encryptJobId</th>\n",
       "      <th>expectId</th>\n",
       "      <th>...</th>\n",
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       "      <th>encryptBrandId</th>\n",
       "      <th>brandName</th>\n",
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       "      <th>brandStageName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>industry</th>\n",
       "      <th>contact</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jobName</th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>JD - 前端开发</th>\n",
       "      <td>dipTJNnMqkQPb-51KFdsZT1EXo1NHrkG61nBgbuN4KdMju...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>837104280caece1d0nZ82du0FFVT</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5dcba1342ce7d3491nJy29W_GFRU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>362ace3249128c161nx60961FVU~</td>\n",
       "      <td>千翼千美</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>计算机服务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100023</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发 国企</th>\n",
       "      <td>4nsRsEyUWv07j-D1gI5uOKJ42sOxxg_FgVdbpYnz4mLNOo...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>c18119d8410f25521Xx42Nq4EVs~</td>\n",
       "      <td>易女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>1d8169862dd88f321XJz3tq6GFdU</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>95b4b47ef9141c671nd52ty_</td>\n",
       "      <td>法本</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/3...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发 H5</th>\n",
       "      <td>DuujhqStB3ZX1-r1ZaDU2crxqr15zmddwmOiurwCi8tdiG...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>798b6990f9f0e55803F43tu1E1s~</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e7a2607c9b453a7d3n172960GVQ~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1ae20f23ea0b231a1nV43ti-FVA~</td>\n",
       "      <td>广州盘古优云信息...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAVA 前端开发</th>\n",
       "      <td>LGhJo9rj2WeOQ-T1Td0EvE60kiuo_AaGP5lkuMzY7u2zzu...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>ee5b26472cd05c131Xx-39m_GFQ~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>项目管理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>74114cfb38325ea01XJ_0tm9GVpY</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>1a4a8cd5f823d17f1XR82tS7</td>\n",
       "      <td>天奕信息</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>数据服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...</td>\n",
       "      <td>100005</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发 (12-18k)</th>\n",
       "      <td>SOTHNysGDSVue-v1A0Zlr2-43Yr0igyR0pd0tDqzGLiuLY...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>9a5b44475312fbcb0nZ93Nq9E1ZR</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e9ba25650cede9e11nx509y8FFdS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>33ec5c3c473b2e271nB43N20Flo~</td>\n",
       "      <td>美闯网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>O2O</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100008</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发</th>\n",
       "      <td>_JY6DF1udQtNG-d1vSp-_X8u9KJ8-kFraGbC-bUJFDdBXA...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>fa066e25c44db93903x639q4FlA~</td>\n",
       "      <td>詹先生</td>\n",
       "      <td>主管</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1377017583538ac803Z42tm1GFY~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5fb86b752daa3c4a1XN83Nm0GA~~</td>\n",
       "      <td>广东惠车网网络科...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/chatp...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[员工旅游, 节日福利, 餐补, 加班补助, 带薪年假, 五险一金, 定期体检, 交通补助]</td>\n",
       "      <td>100001</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发</th>\n",
       "      <td>mQ_QDVJVCuvPz-E1iLPRVh2C54ydkc1CFQiKSL486nvzX1...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>5d174e2cf411e61c1HN42du5ElI~</td>\n",
       "      <td>林先生</td>\n",
       "      <td>CEO</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>b2fb4a6aa16fcb6c1XZ42NW_E1dS</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>4cdef171e25a18631nN-3Ny7EA~~</td>\n",
       "      <td>广州宏信</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[补充医疗保险, 餐补, 交通补助, 带薪年假, 五险一金, 零食下午茶, 通讯补贴, 节日...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发</th>\n",
       "      <td>wkISu4Ox_DIxK-C1UzIYkLg9z4j2bR75y1QGmr8oBR44zZ...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>5514bc2bc20d71430nJ53dS1E1o~</td>\n",
       "      <td>程先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>7dd41868796504f31XFz3920F1BQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>9a80334346a8f4661XR73Ny1F1Q~</td>\n",
       "      <td>卓越际联科技有限公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/2...</td>\n",
       "      <td></td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100014</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发</th>\n",
       "      <td>wY3z_0n0ywkQ0-A1vUzYJK4AbOpDOFGCwX9xcVDi4V2c3u...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>348f2e77ee3604d50nZz3tm1EVtV</td>\n",
       "      <td>戴女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4eea6899067e11321XZ93Nm0GVNV</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>d6e9c0294b2b0f371nd63di6</td>\n",
       "      <td>联合永道</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>前端开发</th>\n",
       "      <td>MJWS97HlAO7pD-A15RjpNy98yzQ6XjVm3_vPsLb3adGbkD...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>612dd3b942b1f6a4031-29q5GFc~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>d3b0abbc796cf1e21XF-09S8GFpZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>29ba140205bb63311Xd92967F1Q~</td>\n",
       "      <td>早勤企业</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>咨询</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100601</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      securityId  \\\n",
       "jobName                                                            \n",
       "JD - 前端开发      dipTJNnMqkQPb-51KFdsZT1EXo1NHrkG61nBgbuN4KdMju...   \n",
       "前端开发 国企        4nsRsEyUWv07j-D1gI5uOKJ42sOxxg_FgVdbpYnz4mLNOo...   \n",
       "前端开发 H5        DuujhqStB3ZX1-r1ZaDU2crxqr15zmddwmOiurwCi8tdiG...   \n",
       "JAVA 前端开发      LGhJo9rj2WeOQ-T1Td0EvE60kiuo_AaGP5lkuMzY7u2zzu...   \n",
       "前端开发 (12-18k)  SOTHNysGDSVue-v1A0Zlr2-43Yr0igyR0pd0tDqzGLiuLY...   \n",
       "...                                                          ...   \n",
       "前端开发           _JY6DF1udQtNG-d1vSp-_X8u9KJ8-kFraGbC-bUJFDdBXA...   \n",
       "前端开发           mQ_QDVJVCuvPz-E1iLPRVh2C54ydkc1CFQiKSL486nvzX1...   \n",
       "前端开发           wkISu4Ox_DIxK-C1UzIYkLg9z4j2bR75y1QGmr8oBR44zZ...   \n",
       "前端开发           wY3z_0n0ywkQ0-A1vUzYJK4AbOpDOFGCwX9xcVDi4V2c3u...   \n",
       "前端开发           MJWS97HlAO7pD-A15RjpNy98yzQ6XjVm3_vPsLb3adGbkD...   \n",
       "\n",
       "                                                      bossAvatar  bossCert  \\\n",
       "jobName                                                                      \n",
       "JD - 前端开发      https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "前端开发 国企        https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "前端开发 H5        https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "JAVA 前端开发      https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "前端开发 (12-18k)  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "...                                                          ...       ...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "前端开发           https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "前端开发           https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "前端开发           https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "前端开发           https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "\n",
       "                              encryptBossId bossName bossTitle  goldHunter  \\\n",
       "jobName                                                                      \n",
       "JD - 前端开发      837104280caece1d0nZ82du0FFVT      黄先生      人事经理           0   \n",
       "前端开发 国企        c18119d8410f25521Xx42Nq4EVs~      易女士      招聘经理           0   \n",
       "前端开发 H5        798b6990f9f0e55803F43tu1E1s~      陈先生       总经理           0   \n",
       "JAVA 前端开发      ee5b26472cd05c131Xx-39m_GFQ~      李女士      项目管理           0   \n",
       "前端开发 (12-18k)  9a5b44475312fbcb0nZ93Nq9E1ZR      谢女士      人事经理           0   \n",
       "...                                     ...      ...       ...         ...   \n",
       "前端开发           fa066e25c44db93903x639q4FlA~      詹先生        主管           0   \n",
       "前端开发           5d174e2cf411e61c1HN42du5ElI~      林先生       CEO           0   \n",
       "前端开发           5514bc2bc20d71430nJ53dS1E1o~      程先生        经理           0   \n",
       "前端开发           348f2e77ee3604d50nZz3tm1EVtV      戴女士      招聘专员           0   \n",
       "前端开发           612dd3b942b1f6a4031-29q5GFc~      李女士        人事           0   \n",
       "\n",
       "               bossOnline                  encryptJobId  expectId  ...   gps  \\\n",
       "jobName                                                            ...         \n",
       "JD - 前端开发           False  5dcba1342ce7d3491nJy29W_GFRU         0  ...  None   \n",
       "前端开发 国企              True  1d8169862dd88f321XJz3tq6GFdU         0  ...  None   \n",
       "前端开发 H5             False  e7a2607c9b453a7d3n172960GVQ~         0  ...  None   \n",
       "JAVA 前端开发           False  74114cfb38325ea01XJ_0tm9GVpY         0  ...  None   \n",
       "前端开发 (12-18k)       False  e9ba25650cede9e11nx509y8FFdS         0  ...  None   \n",
       "...                   ...                           ...       ...  ...   ...   \n",
       "前端开发                False  1377017583538ac803Z42tm1GFY~         0  ...  None   \n",
       "前端开发                False  b2fb4a6aa16fcb6c1XZ42NW_E1dS         0  ...  None   \n",
       "前端开发                False  7dd41868796504f31XFz3920F1BQ         0  ...  None   \n",
       "前端开发                False  4eea6899067e11321XZ93Nm0GVNV         0  ...  None   \n",
       "前端开发                False  d3b0abbc796cf1e21XF-09S8GFpZ         0  ...  None   \n",
       "\n",
       "                             encryptBrandId    brandName  \\\n",
       "jobName                                                    \n",
       "JD - 前端开发      362ace3249128c161nx60961FVU~         千翼千美   \n",
       "前端开发 国企            95b4b47ef9141c671nd52ty_           法本   \n",
       "前端开发 H5        1ae20f23ea0b231a1nV43ti-FVA~  广州盘古优云信息...   \n",
       "JAVA 前端开发          1a4a8cd5f823d17f1XR82tS7         天奕信息   \n",
       "前端开发 (12-18k)  33ec5c3c473b2e271nB43N20Flo~       美闯网络科技   \n",
       "...                                     ...          ...   \n",
       "前端开发           5fb86b752daa3c4a1XN83Nm0GA~~  广东惠车网网络科...   \n",
       "前端开发           4cdef171e25a18631nN-3Ny7EA~~         广州宏信   \n",
       "前端开发           9a80334346a8f4661XR73Ny1F1Q~   卓越际联科技有限公司   \n",
       "前端开发               d6e9c0294b2b0f371nd63di6         联合永道   \n",
       "前端开发           29ba140205bb63311Xd92967F1Q~         早勤企业   \n",
       "\n",
       "                                                       brandLogo  \\\n",
       "jobName                                                            \n",
       "JD - 前端开发      https://img.bosszhipin.com/beijin/upload/com/w...   \n",
       "前端开发 国企        https://img.bosszhipin.com/beijin/mcs/banner/3...   \n",
       "前端开发 H5        https://img.bosszhipin.com/beijin/mcs/chatphot...   \n",
       "JAVA 前端开发      https://img.bosszhipin.com/beijin/upload/com/w...   \n",
       "前端开发 (12-18k)  https://img.bosszhipin.com/beijin/upload/com/w...   \n",
       "...                                                          ...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/upload/chatp...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/mcs/chatphot...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/mcs/banner/2...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/mcs/chatphot...   \n",
       "前端开发           https://img.bosszhipin.com/beijin/icon/894ce6f...   \n",
       "\n",
       "              brandStageName brandIndustry brandScaleName  \\\n",
       "jobName                                                     \n",
       "JD - 前端开发                 A轮         计算机服务         20-99人   \n",
       "前端开发 国企                  已上市         计算机软件       10000人以上   \n",
       "前端开发 H5                  未融资         计算机软件          0-20人   \n",
       "JAVA 前端开发              不需要融资          数据服务       100-499人   \n",
       "前端开发 (12-18k)          不需要融资           O2O       100-499人   \n",
       "...                      ...           ...            ...   \n",
       "前端开发                     未融资          电子商务         20-99人   \n",
       "前端开发                      A轮         计算机软件       100-499人   \n",
       "前端开发                                人力资源服务     1000-9999人   \n",
       "前端开发                     已上市         计算机软件     1000-9999人   \n",
       "前端开发                                    咨询          0-20人   \n",
       "\n",
       "                                                     welfareList industry  \\\n",
       "jobName                                                                     \n",
       "JD - 前端开发                                                     []   100023   \n",
       "前端开发 国企        [年终奖, 全勤奖, 带薪年假, 企业文化, 节日福利, 五险一金, 零食下午茶, 加班补助...   100021   \n",
       "前端开发 H5                                                       []   100021   \n",
       "JAVA 前端开发      [五险一金, 带薪年假, 生日福利, 员工旅游, 股票期权, 零食下午茶, 定期体检, 节日...   100005   \n",
       "前端开发 (12-18k)                                                 []   100008   \n",
       "...                                                          ...      ...   \n",
       "前端开发              [员工旅游, 节日福利, 餐补, 加班补助, 带薪年假, 五险一金, 定期体检, 交通补助]   100001   \n",
       "前端开发           [补充医疗保险, 餐补, 交通补助, 带薪年假, 五险一金, 零食下午茶, 通讯补贴, 节日...   100021   \n",
       "前端开发                                                          []   100014   \n",
       "前端开发                                          [五险一金, 带薪年假, 节日福利]   100021   \n",
       "前端开发                                                          []   100601   \n",
       "\n",
       "              contact  \n",
       "jobName                \n",
       "JD - 前端开发       False  \n",
       "前端开发 国企         False  \n",
       "前端开发 H5         False  \n",
       "JAVA 前端开发       False  \n",
       "前端开发 (12-18k)   False  \n",
       "...               ...  \n",
       "前端开发            False  \n",
       "前端开发            False  \n",
       "前端开发            False  \n",
       "前端开发            False  \n",
       "前端开发            False  \n",
       "\n",
       "[90 rows x 44 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set_index指定数据中的某一列，将其作为该数据的新索引\n",
    "df_前端开发 = df_前端开发.set_index('jobName')\n",
    "df_前端开发"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "80f22895",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 90 entries, JD - 前端开发 to 前端开发\n",
      "Data columns (total 44 columns):\n",
      " #   Column            Non-Null Count  Dtype \n",
      "---  ------            --------------  ----- \n",
      " 0   securityId        90 non-null     object\n",
      " 1   bossAvatar        90 non-null     object\n",
      " 2   bossCert          90 non-null     int64 \n",
      " 3   encryptBossId     90 non-null     object\n",
      " 4   bossName          90 non-null     object\n",
      " 5   bossTitle         90 non-null     object\n",
      " 6   goldHunter        90 non-null     int64 \n",
      " 7   bossOnline        90 non-null     bool  \n",
      " 8   encryptJobId      90 non-null     object\n",
      " 9   expectId          90 non-null     int64 \n",
      " 10  lid               90 non-null     object\n",
      " 11  salaryDesc        90 non-null     object\n",
      " 12  jobLabels         90 non-null     object\n",
      " 13  jobValidStatus    90 non-null     int64 \n",
      " 14  iconWord          90 non-null     object\n",
      " 15  skills            90 non-null     object\n",
      " 16  jobExperience     90 non-null     object\n",
      " 17  daysPerWeekDesc   90 non-null     object\n",
      " 18  leastMonthDesc    90 non-null     object\n",
      " 19  jobDegree         90 non-null     object\n",
      " 20  cityName          90 non-null     object\n",
      " 21  areaDistrict      90 non-null     object\n",
      " 22  businessDistrict  90 non-null     object\n",
      " 23  jobType           90 non-null     int64 \n",
      " 24  proxyJob          90 non-null     int64 \n",
      " 25  proxyType         90 non-null     int64 \n",
      " 26  anonymous         90 non-null     int64 \n",
      " 27  outland           90 non-null     int64 \n",
      " 28  optimal           90 non-null     int64 \n",
      " 29  iconFlagList      90 non-null     object\n",
      " 30  itemId            90 non-null     int64 \n",
      " 31  city              90 non-null     int64 \n",
      " 32  isShield          90 non-null     int64 \n",
      " 33  atsDirectPost     90 non-null     bool  \n",
      " 34  gps               0 non-null      object\n",
      " 35  encryptBrandId    90 non-null     object\n",
      " 36  brandName         90 non-null     object\n",
      " 37  brandLogo         90 non-null     object\n",
      " 38  brandStageName    90 non-null     object\n",
      " 39  brandIndustry     90 non-null     object\n",
      " 40  brandScaleName    90 non-null     object\n",
      " 41  welfareList       90 non-null     object\n",
      " 42  industry          90 non-null     int64 \n",
      " 43  contact           90 non-null     bool  \n",
      "dtypes: bool(3), int64(14), object(27)\n",
      "memory usage: 29.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df_前端开发.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cb2da2d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['securityId', 'bossAvatar', 'bossCert', 'encryptBossId', 'bossName',\n",
       "       'bossTitle', 'goldHunter', 'bossOnline', 'encryptJobId', 'expectId',\n",
       "       'lid', 'salaryDesc', 'jobLabels', 'jobValidStatus', 'iconWord',\n",
       "       'skills', 'jobExperience', 'daysPerWeekDesc', 'leastMonthDesc',\n",
       "       'jobDegree', 'cityName', 'areaDistrict', 'businessDistrict', 'jobType',\n",
       "       'proxyJob', 'proxyType', 'anonymous', 'outland', 'optimal',\n",
       "       'iconFlagList', 'itemId', 'city', 'isShield', 'atsDirectPost', 'gps',\n",
       "       'encryptBrandId', 'brandName', 'brandLogo', 'brandStageName',\n",
       "       'brandIndustry', 'brandScaleName', 'welfareList', 'industry',\n",
       "       'contact'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_前端开发.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ec61a75e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>cityName</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>jobExperience</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JD - 前端开发</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>12-24K</td>\n",
       "      <td>广州</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>千翼千美</td>\n",
       "      <td>计算机服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>前端开发 国企</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>17-21K</td>\n",
       "      <td>广州</td>\n",
       "      <td>越秀区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>法本</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>前端开发 H5</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>8-9K</td>\n",
       "      <td>广州</td>\n",
       "      <td>白云区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>广州盘古优云信息...</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>JAVA 前端开发</td>\n",
       "      <td>[3-5年, 大专]</td>\n",
       "      <td>8-10K</td>\n",
       "      <td>广州</td>\n",
       "      <td>番禺区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>天奕信息</td>\n",
       "      <td>数据服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>前端开发 (12-18k)</td>\n",
       "      <td>[经验不限, 本科]</td>\n",
       "      <td>12-18K</td>\n",
       "      <td>广州</td>\n",
       "      <td>天河区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>美闯网络科技</td>\n",
       "      <td>O2O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>前端开发</td>\n",
       "      <td>[1年以内, 大专]</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>广州</td>\n",
       "      <td>白云区</td>\n",
       "      <td>1年以内</td>\n",
       "      <td>广东惠车网网络科...</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>前端开发</td>\n",
       "      <td>[3-5年, 大专]</td>\n",
       "      <td>7-12K</td>\n",
       "      <td>广州</td>\n",
       "      <td>越秀区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>广州宏信</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>前端开发</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>12-14K</td>\n",
       "      <td>广州</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>卓越际联科技有限公司</td>\n",
       "      <td>人力资源服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>前端开发</td>\n",
       "      <td>[3-5年, 大专]</td>\n",
       "      <td>11-14K</td>\n",
       "      <td>广州</td>\n",
       "      <td>天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>联合永道</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>前端开发</td>\n",
       "      <td>[3-5年, 学历不限]</td>\n",
       "      <td>8-10K</td>\n",
       "      <td>广州</td>\n",
       "      <td>天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>早勤企业</td>\n",
       "      <td>咨询</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          jobName     jobLabels salaryDesc cityName areaDistrict  \\\n",
       "0       JD - 前端开发    [1-3年, 大专]     12-24K       广州          海珠区   \n",
       "1         前端开发 国企    [3-5年, 本科]     17-21K       广州          越秀区   \n",
       "2         前端开发 H5    [1-3年, 大专]       8-9K       广州          白云区   \n",
       "3       JAVA 前端开发    [3-5年, 大专]      8-10K       广州          番禺区   \n",
       "4   前端开发 (12-18k)    [经验不限, 本科]     12-18K       广州          天河区   \n",
       "..            ...           ...        ...      ...          ...   \n",
       "85           前端开发    [1年以内, 大专]       5-8K       广州          白云区   \n",
       "86           前端开发    [3-5年, 大专]      7-12K       广州          越秀区   \n",
       "87           前端开发    [3-5年, 本科]     12-14K       广州          海珠区   \n",
       "88           前端开发    [3-5年, 大专]     11-14K       广州          天河区   \n",
       "89           前端开发  [3-5年, 学历不限]      8-10K       广州          天河区   \n",
       "\n",
       "   jobExperience    brandName brandIndustry  \n",
       "0           1-3年         千翼千美         计算机服务  \n",
       "1           3-5年           法本         计算机软件  \n",
       "2           1-3年  广州盘古优云信息...         计算机软件  \n",
       "3           3-5年         天奕信息          数据服务  \n",
       "4           经验不限       美闯网络科技           O2O  \n",
       "..           ...          ...           ...  \n",
       "85          1年以内  广东惠车网网络科...          电子商务  \n",
       "86          3-5年         广州宏信         计算机软件  \n",
       "87          3-5年   卓越际联科技有限公司        人力资源服务  \n",
       "88          3-5年         联合永道         计算机软件  \n",
       "89          3-5年         早勤企业            咨询  \n",
       "\n",
       "[90 rows x 8 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_analyze = df_前端开发[['jobLabels','salaryDesc','cityName','areaDistrict','jobExperience','brandName','brandIndustry']].reset_index()\n",
    "df_analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c930dbb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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